diff --git a/components/ProcessSection.tsx b/components/ProcessSection.tsx
index d3ef56e..0ace953 100644
--- a/components/ProcessSection.tsx
+++ b/components/ProcessSection.tsx
@@ -274,7 +274,8 @@ export const ProcessSection = () => {
             viewport={{ once: true }}
             className="text-muted-foreground text-xl max-w-2xl mx-auto"
           >
-            Our proven process transforms your vision into reality through strategic planning, AI-powered design, and expert engineering every step of the way.
+           Our proven process transforms your vision into reality through strategic planning, AI-powered design, and expert engineering every step of the way.
+
 
           </motion.p>
         </div>
diff --git a/package-lock.json b/package-lock.json
index 27af28e..3190979 100644
--- a/package-lock.json
+++ b/package-lock.json
@@ -142,7 +142,6 @@
       "integrity": "sha512-UlLAnTPrFdNGoFtbSXwcGFQBtQZJCNjaN6hQNP3UPvuNXT1i82N26KL3dZeIpNalWywr9IuQuncaAfUaS1g6sQ==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@ampproject/remapping": "^2.2.0",
         "@babel/code-frame": "^7.27.1",
@@ -3172,7 +3171,6 @@
       "integrity": "sha512-Qm9OYVOFHFYg3wJoTSrz80hoec5Lia/dPp84do3X7dZvLikQvM1YpmvTBEdIr/e+U8HTkFjLHLnl78K/qjf+jQ==",
       "devOptional": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "undici-types": "~7.8.0"
       }
@@ -3190,7 +3188,6 @@
       "integrity": "sha512-/LDXMQh55EzZQ0uVAZmKKhfENivEvWz6E+EYzh+/MCjMhNsotd+ZHhBGIjFDTi6+fz0OhQQQLbTgdQIxxCsC0w==",
       "devOptional": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@types/prop-types": "*",
         "csstype": "^3.0.2"
@@ -3202,7 +3199,6 @@
       "integrity": "sha512-MEe3UeoENYVFXzoXEWsvcpg6ZvlrFNlOQ7EOsvhI3CfAXwzPfO8Qwuxd40nepsYKqyyVQnTdEfv68q91yLcKrQ==",
       "devOptional": true,
       "license": "MIT",
-      "peer": true,
       "peerDependencies": {
         "@types/react": "^18.0.0"
       }
@@ -3295,7 +3291,6 @@
       "integrity": "sha512-tbsV1jPne5CkFQCgPBcDOt30ItF7aJoZL997JSF7MhGQqOeT3svWRYxiqlfA5RUdlHN6Fi+EI9bxqbdyAUZjYQ==",
       "dev": true,
       "license": "BSD-2-Clause",
-      "peer": true,
       "dependencies": {
         "@typescript-eslint/scope-manager": "6.21.0",
         "@typescript-eslint/types": "6.21.0",
@@ -3486,7 +3481,6 @@
       "integrity": "sha512-NZyJarBfL7nWwIq+FDL6Zp/yHEhePMNnnJ0y3qfieCrmNvYct8uvtiV41UvlSe6apAfk0fY1FbWx+NwfmpvtTg==",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "bin": {
         "acorn": "bin/acorn"
       },
@@ -3690,7 +3684,6 @@
         }
       ],
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "caniuse-lite": "^1.0.30001726",
         "electron-to-chromium": "^1.5.173",
@@ -4377,8 +4370,7 @@
       "version": "8.6.0",
       "resolved": "https://registry.npmjs.org/embla-carousel/-/embla-carousel-8.6.0.tgz",
       "integrity": "sha512-SjWyZBHJPbqxHOzckOfo8lHisEaJWmwd23XppYFYVh10bU66/Pn5tkVkbkCMZVdbUE5eTCI2nD8OyIP4Z+uwkA==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/embla-carousel-react": {
       "version": "8.6.0",
@@ -4489,7 +4481,6 @@
       "deprecated": "This version is no longer supported. Please see https://eslint.org/version-support for other options.",
       "dev": true,
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@eslint-community/eslint-utils": "^4.2.0",
         "@eslint-community/regexpp": "^4.6.1",
@@ -5763,6 +5754,7 @@
       "resolved": "https://registry.npmjs.org/on-change/-/on-change-4.0.2.tgz",
       "integrity": "sha512-cMtCyuJmTx/bg2HCpHo3ZLeF7FZnBOapLqZHr2AlLeJ5Ul0Zu2mUJJz051Fdwu/Et2YW04ZD+TtU+gVy0ACNCA==",
       "license": "MIT",
+      "peer": true,
       "engines": {
         "node": "^12.20.0 || ^14.13.1 || >=16.0.0"
       },
@@ -5921,7 +5913,6 @@
         }
       ],
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "nanoid": "^3.3.11",
         "picocolors": "^1.1.1",
@@ -6001,7 +5992,6 @@
       "resolved": "https://registry.npmjs.org/react/-/react-18.3.1.tgz",
       "integrity": "sha512-wS+hAgJShR0KhEvPJArfuPVN1+Hz1t0Y6n5jLrGQbkb4urgPE/0Rve+1kMB1v/oWgHgm4WIcV+i7F2pTVj+2iQ==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "loose-envify": "^1.1.0"
       },
@@ -6067,7 +6057,6 @@
       "resolved": "https://registry.npmjs.org/react-dom/-/react-dom-18.3.1.tgz",
       "integrity": "sha512-5m4nQKp+rZRb09LNH59GM4BxTh9251/ylbKIbpe7TpGxfJ+9kv6BLkLBXIjjspbgbnIBNqlI23tRnTWT0snUIw==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "loose-envify": "^1.1.0",
         "scheduler": "^0.23.2"
@@ -6133,7 +6122,6 @@
       "resolved": "https://registry.npmjs.org/react-redux/-/react-redux-9.2.0.tgz",
       "integrity": "sha512-ROY9fvHhwOD9ySfrF0wmvu//bKCQ6AeZZq1nJNtbDC+kk5DuSuNX/n6YWYF/SYy7bSba4D4FSz8DJeKY/S/r+g==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "@types/use-sync-external-store": "^0.0.6",
         "use-sync-external-store": "^1.4.0"
@@ -6375,8 +6363,7 @@
       "version": "5.0.1",
       "resolved": "https://registry.npmjs.org/redux/-/redux-5.0.1.tgz",
       "integrity": "sha512-M9/ELqF6fy8FwmkpnF0S3YKOqMyoWJ4+CS5Efg2ct3oY9daQvd/Pc71FpGZsVsbl3Cpb+IIcjBDUnnyBdQbq4w==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/redux-thunk": {
       "version": "3.1.0",
@@ -6526,7 +6513,8 @@
       "version": "1.0.0",
       "resolved": "https://registry.npmjs.org/semver-compare/-/semver-compare-1.0.0.tgz",
       "integrity": "sha512-YM3/ITh2MJ5MtzaM429anh+x2jiLVjqILF4m4oyQB18W7Ggea7BfqdH/wGMK7dDiMghv/6WG7znWMwUDzJiXow==",
-      "license": "MIT"
+      "license": "MIT",
+      "peer": true
     },
     "node_modules/set-cookie-parser": {
       "version": "2.7.1",
@@ -6660,8 +6648,7 @@
       "version": "4.1.11",
       "resolved": "https://registry.npmjs.org/tailwindcss/-/tailwindcss-4.1.11.tgz",
       "integrity": "sha512-2E9TBm6MDD/xKYe+dvJZAmg3yxIEDNRc0jwlNyDg/4Fil2QcSLjFKGVff0lAf1jjeaArlG/M75Ey/EYr/OJtBA==",
-      "license": "MIT",
-      "peer": true
+      "license": "MIT"
     },
     "node_modules/tailwindcss-animate": {
       "version": "1.0.7",
@@ -6846,7 +6833,6 @@
       "integrity": "sha512-p1diW6TqL9L07nNxvRMM7hMMw4c5XOo/1ibL4aAIGmSAt9slTE1Xgw5KWuof2uTOvCg9BY7ZRi+GaF+7sfgPeQ==",
       "dev": true,
       "license": "Apache-2.0",
-      "peer": true,
       "bin": {
         "tsc": "bin/tsc",
         "tsserver": "bin/tsserver"
@@ -7002,7 +6988,6 @@
       "resolved": "https://registry.npmjs.org/vite/-/vite-5.4.19.tgz",
       "integrity": "sha512-qO3aKv3HoQC8QKiNSTuUM1l9o/XX3+c+VTgLHbJWHZGeTPVAg2XwazI9UWzoxjIJCGCV2zU60uqMzjeLZuULqA==",
       "license": "MIT",
-      "peer": true,
       "dependencies": {
         "esbuild": "^0.21.3",
         "postcss": "^8.4.43",
diff --git a/pages/AIAutomationWorkflows.tsx b/pages/AIAutomationWorkflows.tsx
index 7e9c89c..5bab833 100644
--- a/pages/AIAutomationWorkflows.tsx
+++ b/pages/AIAutomationWorkflows.tsx
@@ -63,26 +63,41 @@ const AutomationHeroWithCTA = () => {
         />
 
         {/* Canonical Link */}
-       <link rel="canonical" href="https://www.wdipl.com/services/ai-automation-workflows" />
+        <link
+          rel="canonical"
+          href="https://www.wdipl.com/services/ai-automation-workflows"
+        />
 
         {/* Open Graph Tags (for Facebook, LinkedIn) */}
-        <meta property="og:title" content="AI Automation | Smart AI-Powered Workflows by WDI" />
+        <meta
+          property="og:title"
+          content="AI Automation | Smart AI-Powered Workflows by WDI"
+        />
         <meta
           property="og:description"
           content="Streamline your operations with WDI’s AI automation workflows. Enhance efficiency, reduce cost, and drive results using smart, scalable AI solutions."
         />
         <meta property="og:url" content="https://www.wdipl.com/services" />
         <meta property="og:type" content="website" />
-        <meta property="og:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          property="og:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Twitter Card Tags */}
         <meta name="twitter:card" content="summary_large_image" />
-        <meta name="twitter:title" content="AI Automation | Smart AI-Powered Workflows by WDI" />
+        <meta
+          name="twitter:title"
+          content="AI Automation | Smart AI-Powered Workflows by WDI"
+        />
         <meta
           name="twitter:description"
           content="Streamline your operations with WDI’s AI automation workflows. Enhance efficiency, reduce cost, and drive results using smart, scalable AI solutions."
         />
-        <meta name="twitter:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          name="twitter:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Social Profiles (using JSON-LD Schema) */}
         <script type="application/ld+json">
@@ -125,9 +140,9 @@ const AutomationHeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Revolutionize your operations by embedding Artificial
-                Intelligence into workflows, automating repetitive tasks, and
-                enhancing efficiency across your organization.
+                Embed AI into your workflows, automate repetitive tasks, and
+                boost efficiency with AI‑powered automation designed for modern
+                businesses.
               </p>
             </div>
 
@@ -491,6 +506,11 @@ const AutomationBenefits = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Drive Efficiency and Innovation with AI Automation
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A clean, self‑standing heading that pairs well with your earlier
+            “AI‑powered automation & workflow” section. If you want, you can add
+            a short line under it like
+          </p>
         </motion.div>
 
         <motion.div
@@ -626,6 +646,11 @@ const AutomationProcess = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Our Strategic Approach to Workflow Automation
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A structured, AI‑led approach to workflow automation that aligns
+            with your business goals, streamlines operations, and powers
+            AI‑powered mobile and web solutions.
+          </p>
         </motion.div>
 
         <div className="relative">
@@ -783,6 +808,11 @@ const AutomationServices = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Specialized AI-Powered Automation Solutions
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Custom AI‑driven automation solutions that streamline workflows,
+            reduce manual effort, and power AI‑powered mobile and web
+            operations.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1078,6 +1108,10 @@ const AutomationCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Real-World Impact of AI-Powered Automation
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Clear, outcome‑focused heading that sets up the section well. If
+            you’d like, you can pair it with a short lead‑in line like:
+          </p>
         </motion.div>
 
         <motion.div
@@ -1203,8 +1237,9 @@ const AutomationInlineCTA = () => {
             </h2>
 
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl mx-auto">
-              Discover how AI can transform your most repetitive and
-              time-consuming tasks.
+              Discover how AI‑powered automation can transform your most
+              repetitive and time‑consuming tasks into streamlined, AI‑driven
+              workflows.
             </p>
 
             <ShimmerButton
@@ -1314,7 +1349,8 @@ const HireAutomationEngineers = () => {
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
             Hire our specialists in RPA, intelligent process automation, and
-            workflow optimization with AI.
+            AI‑driven workflow optimization to build scalable, AI‑powered
+            automation solutions.
           </p>
         </motion.div>
 
@@ -1408,23 +1444,23 @@ const AutomationFAQs = () => {
     {
       question: "What types of processes are best suited for AI automation?",
       answer:
-        "AI automation works best for repetitive, rule-based processes with high volume and predictable patterns. Ideal candidates include data entry, document processing, customer service routing, quality control inspection, invoice processing, and compliance reporting. Processes with clear inputs/outputs, minimal exceptions, and measurable outcomes typically yield the highest ROI. We conduct process assessments to identify automation opportunities that deliver maximum value.",
+        "AI automation works best for repetitive, rule‑based processes with high volume and predictable patterns, especially when they feed into AI‑powered mobile and web workflows. Ideal candidates include data entry, document processing, customer service routing, quality control inspection, invoice processing, and compliance reporting. Processes with clear inputs/outputs, minimal exceptions, and measurable outcomes typically yield the highest ROI. We conduct process assessments to identify automation opportunities that deliver maximum value.",
     },
     {
       question: "How do you measure the ROI of AI automation?",
       answer:
-        "We measure ROI through multiple metrics including time savings (hours reduced), cost savings (labor and operational costs), accuracy improvements (error reduction), productivity gains (throughput increase), and compliance benefits. Our ROI calculation considers implementation costs, ongoing maintenance, and quantifiable benefits over 12-36 months. Most clients see 200-400% ROI within the first year, with payback periods typically ranging from 6-18 months depending on process complexity and volume.",
+        "We measure ROI through multiple metrics including time savings (hours reduced), cost savings (labor and operational costs), accuracy improvements (error reduction), productivity gains (throughput increase), and compliance benefits. Our ROI calculation considers implementation costs, ongoing maintenance, and quantifiable benefits over 12–36 months. Most clients see 200–400% ROI within the first year, with payback periods typically ranging from 6–18 months depending on process complexity and volume.",
     },
     {
       question: "What's the difference between RPA and IPA?",
       answer:
-        "RPA (Robotic Process Automation) handles rule-based, structured tasks by mimicking human actions on screens and systems. IPA (Intelligent Process Automation) combines RPA with AI technologies like machine learning, natural language processing, and computer vision to handle unstructured data and make decisions. While RPA follows predefined rules, IPA can learn, adapt, and handle exceptions. IPA is ideal for complex workflows requiring cognitive capabilities, document understanding, or decision-making based on variable inputs.",
+        "RPA (Robotic Process Automation) handles rule‑based, structured tasks by mimicking human actions on screens and systems. IPA (Intelligent Process Automation) combines RPA with AI technologies like machine learning, natural language processing, and computer vision to handle unstructured data and make decisions. While RPA follows predefined rules, IPA can learn, adapt, and handle exceptions. IPA is ideal for complex workflows requiring cognitive capabilities, document understanding, or decision‑making based on variable inputs.",
     },
     {
       question:
         "Do you provide training for staff after automation implementation?",
       answer:
-        "Yes, comprehensive training and change management are integral parts of our automation implementation. We provide role-specific training for system administrators, process owners, and end-users. This includes hands-on workshops, documentation, troubleshooting guides, and ongoing support. Our change management approach ensures smooth adoption, addresses concerns, and helps teams adapt to new workflows. We also offer train-the-trainer programs to build internal capabilities for scaling automation across your organization.",
+        "Yes, comprehensive training and change management are integral parts of our automation implementation, including AI‑powered automation projects. We provide role‑specific training for system administrators, process owners, and end‑users. This includes hands-on workshops, documentation, troubleshooting guides, and ongoing support. Our change management approach ensures smooth adoption, addresses concerns, and helps teams adapt to new workflows. We also offer train‑the‑trainer programs to build internal capabilities for scaling automation across your organization.",
     },
   ];
 
@@ -1517,7 +1553,8 @@ const AutomationFinalCTA = () => {
             className="text-xl text-muted-foreground mb-12 max-w-2xl mx-auto leading-relaxed"
           >
             Drive unprecedented efficiency, accuracy, and scalability by
-            integrating AI into your core business processes.
+            integrating AI‑powered automation into your core business processes
+            and workflows.
           </motion.p>
 
           <motion.div
@@ -1611,9 +1648,7 @@ export const AIAutomationWorkflows = () => {
       </section>
 
       {/* Footer */}
-      <section className="bg-background">
-        {/* <Footer /> */}
-      </section>
+      <section className="bg-background">{/* <Footer /> */}</section>
     </div>
   );
 };
diff --git a/pages/AIChatbotsVirtualAssistants.tsx b/pages/AIChatbotsVirtualAssistants.tsx
index 181ff2e..39beb6f 100644
--- a/pages/AIChatbotsVirtualAssistants.tsx
+++ b/pages/AIChatbotsVirtualAssistants.tsx
@@ -123,9 +123,7 @@ const ChatbotsHeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Building intelligent conversational AI solutions that enhance
-                customer service, streamline internal processes, and provide
-                instant, accurate information.
+                Building intelligent conversational AI solutions that enhance service, automate workflows, and deliver AI‑driven chatbot experiences for your users.
               </p>
             </div>
 
@@ -621,6 +619,9 @@ const ChatbotDevelopmentProcess = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Our Comprehensive Approach to Conversational AI
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A focused strategy to design and deploy conversational AI solutions that drive AI‑driven engagement and smarter support across your apps and platforms.
+          </p>
         </motion.div>
 
         <div className="relative">
@@ -783,6 +784,9 @@ const ChatbotServices = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Specialized Conversational AI Solutions
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Focused conversational AI products that deliver AI‑driven engagement, automate support, and streamline workflows for your apps and teams.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1018,6 +1022,9 @@ const ChatbotCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Intelligent Chatbots Driving Customer Engagement
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Smarter conversational AI bots that guide users, automate support, and drive higher engagement throughout the customer journey.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1143,8 +1150,7 @@ const ChatbotInlineCTA = () => {
             </h2>
 
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl mx-auto">
-              Let's discuss how conversational AI can transform your
-              interactions.
+              Let’s discuss how conversational AI can transform your interactions through AI‑powered chatbots that automate support, personalize journeys, and deliver instant, accurate answers.
             </p>
 
             <ShimmerButton
@@ -1253,8 +1259,7 @@ const HireChatbotDevelopers = () => {
             Access Expert Chatbot & Virtual Assistant Developers
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
-            Hire our specialists in NLP, conversation design, and AI model
-            training for cutting-edge chatbots.
+            Leverage deep‑domain specialists in NLP and conversation design to create AI‑powered chatbots that fit your voice, workflows, and user‑experience goals.
           </p>
         </motion.div>
 
@@ -1347,24 +1352,24 @@ const ChatbotFAQs = () => {
   const faqs = [
     {
       question:
-        "What is the difference between a rule-based chatbot and an AI chatbot?",
+        "What is the difference between a rule‑based chatbot and an AI chatbot?",
       answer:
-        "Rule-based chatbots follow predefined decision trees and can only respond to specific keywords or phrases they're programmed to recognize. They're limited to scripted responses and can't handle variations in user queries. AI chatbots, on the other hand, use natural language processing and machine learning to understand user intent, context, and variations in language. They can learn from conversations, handle complex queries, understand synonyms and context, and provide more natural, human-like responses. AI chatbots are more flexible, scalable, and capable of handling unexpected user inputs.",
+        "Rule‑based chatbots follow predefined decision trees and can only respond to specific keywords or phrases they are programmed to recognize. They are limited to scripted responses and cannot handle variations in user queries. AI chatbots, in contrast, use natural language processing (NLP) and machine learning to understand user intent, context, and variations in language. They learn from conversations, handle complex queries, recognize synonyms and context shifts, and provide more natural, human‑like responses. AI chatbots are more flexible, scalable, and able to cope with unexpected inputs.",
     },
     {
       question: "How long does it take to develop a custom chatbot?",
       answer:
-        "The development timeline varies based on complexity and requirements. A simple rule-based chatbot can be developed in 2-4 weeks, while a basic AI chatbot typically takes 6-8 weeks. More sophisticated conversational AI with advanced NLP, multiple integrations, and custom training can take 3-6 months. Factors affecting timeline include: conversation complexity, number of integrations, training data availability, multi-language support, voice capabilities, and testing requirements. We provide detailed project timelines during the planning phase based on your specific needs.",
+        "The development timeline depends on scope and complexity. A simple rule‑based chatbot can be built in 2–4 weeks, while a basic AI chatbot typically takes 6–8 weeks. More sophisticated conversational AI with advanced NLP, multiple integrations, and custom training usually requires 3–6 months. Key factors affecting the timeline include conversation complexity, the number of integrations, availability of training data, multi‑language support, voice capabilities, and testing depth. We provide a detailed, project‑specific timeline during the planning phase.",
     },
     {
       question: "Can a chatbot integrate with my existing CRM/ERP system?",
       answer:
-        "Yes, chatbots can integrate with virtually any CRM, ERP, or business system through APIs, webhooks, or direct database connections. Common integrations include Salesforce, HubSpot, Microsoft Dynamics, SAP, Oracle, Zendesk, and custom systems. Integration capabilities include: retrieving customer information, updating records, creating tickets, processing orders, scheduling appointments, and accessing knowledge bases. We ensure secure, real-time data synchronization while maintaining data privacy and system performance. The integration complexity depends on your system's API capabilities and security requirements.",
+        "Yes. Chatbots can integrate with virtually any CRM, ERP, or business system using APIs, webhooks, or direct database connections. Common integrations include Salesforce, HubSpot, Microsoft Dynamics, SAP, Oracle, Zendesk, and custom‑built platforms. Typical integration capabilities include retrieving customer profiles, updating records, creating support tickets, processing orders, scheduling appointments, and accessing knowledge bases. We ensure secure, real‑time data sync, maintain data‑privacy standards, and optimize for system performance. Complexity depends on your system’s API maturity and security requirements.",
     },
     {
       question: "How do you measure the success of a chatbot?",
       answer:
-        "Chatbot success is measured through multiple key performance indicators (KPIs): User Engagement (conversation completion rate, session duration, return users), Resolution Metrics (first contact resolution, escalation rate, successful task completion), Customer Satisfaction (CSAT scores, user feedback ratings, Net Promoter Score), Operational Efficiency (response time, cost per interaction, agent workload reduction), and Business Impact (lead generation, conversion rates, cost savings). We implement comprehensive analytics dashboards to track these metrics in real-time and provide regular performance reports with actionable insights for continuous improvement.",
+        "We implement analytics dashboards that monitor these KPIs in real time and deliver regular performance reports with actionable recommendations for continuous improvement.",
     },
   ];
 
diff --git a/pages/AIIntegrationDigitalProducts.tsx b/pages/AIIntegrationDigitalProducts.tsx
index 984d3a7..5285a29 100644
--- a/pages/AIIntegrationDigitalProducts.tsx
+++ b/pages/AIIntegrationDigitalProducts.tsx
@@ -59,26 +59,41 @@ const AIIntegrationHeroWithCTA = () => {
         />
 
         {/* Canonical Link */}
-        <link rel="canonical" href="https://www.wdipl.com/services/ai-integration-digital-products" />
+        <link
+          rel="canonical"
+          href="https://www.wdipl.com/services/ai-integration-digital-products"
+        />
 
         {/* Open Graph Tags (for Facebook, LinkedIn) */}
-        <meta property="og:title" content="AI Integration | Smarter Digital Products with AI | WDI" />
+        <meta
+          property="og:title"
+          content="AI Integration | Smarter Digital Products with AI | WDI"
+        />
         <meta
           property="og:description"
           content="WDI helps businesses enhance digital products with seamless AI integration. Improve UX, automation, and decision-making across platforms."
         />
         <meta property="og:url" content="https://www.wdipl.com/services" />
         <meta property="og:type" content="website" />
-        <meta property="og:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          property="og:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Twitter Card Tags */}
         <meta name="twitter:card" content="summary_large_image" />
-        <meta name="twitter:title" content="AI Integration | Smarter Digital Products with AI | WDI" />
+        <meta
+          name="twitter:title"
+          content="AI Integration | Smarter Digital Products with AI | WDI"
+        />
         <meta
           name="twitter:description"
           content="WDI helps businesses enhance digital products with seamless AI integration. Improve UX, automation, and decision-making across platforms."
         />
-        <meta name="twitter:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          name="twitter:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Social Profiles (using JSON-LD Schema) */}
         <script type="application/ld+json">
@@ -121,9 +136,9 @@ const AIIntegrationHeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Elevate your existing applications with intelligent features
-                that personalize user experiences, automate functions, and
-                provide predictive insights.
+                Enhance your existing digital products with AI‑driven features
+                that personalize experiences, automate tasks, and deliver
+                predictive insights.
               </p>
             </div>
 
@@ -543,6 +558,11 @@ const AIIntegrationBenefits = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Why Integrate AI into Your Existing Products?
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            To unlock AI‑powered features that enhance user experiences,
+            automate key functions, and deliver predictive insights without
+            rebuilding your digital products from scratch.
+          </p>
         </motion.div>
 
         <motion.div
@@ -676,8 +696,13 @@ const AIIntegrationProcess = () => {
           className="text-center mb-20"
         >
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
-            Our Strategic Approach to AI-Powered Product Enhancement
+            Our Strategic Approach to AI‑Powered Product Enhancement
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A clear roadmap to enrich your current products with AI‑driven
+            features that improve UX, automate workflows, and unlock predictive
+            insights.
+          </p>
         </motion.div>
 
         <div className="relative">
@@ -843,6 +868,11 @@ const AIIntegrationServices = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Specialized AI Product Integration Solutions
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Specialized AI product integration for existing apps and platforms,
+            focused on AI‑driven enhancements, seamless workflows, and faster
+            time‑to‑value.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1076,6 +1106,10 @@ const AIIntegrationCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Digital Products Transformed by AI Integration
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            See how AI integration turns your current digital products into
+            smarter, faster, and more user‑focused mobile and web experiences.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1201,8 +1235,9 @@ const AIIntegrationInlineCTA = () => {
             </h2>
 
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl mx-auto">
-              Discover how AI can unlock new value and capabilities within your
-              existing applications.
+              Discover how AI‑powered integration can unlock new value,
+              capabilities, and personalized experiences within your existing
+              mobile and web applications.
             </p>
 
             <ShimmerButton
@@ -1312,8 +1347,8 @@ const HireAIIntegrationSpecialists = () => {
             Access Expert AI Integration Engineers
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
-            Hire our skilled developers and data scientists experienced in
-            embedding AI models into diverse digital products.
+            Hire developers and data scientists who specialize in embedding AI
+            models into your existing digital products.
           </p>
         </motion.div>
 
@@ -1407,22 +1442,22 @@ const AIIntegrationFAQs = () => {
     {
       question: "What data do I need to prepare for AI integration?",
       answer:
-        "The data requirements depend on your specific AI use case. Generally, you'll need clean, relevant data that represents your users' behavior and preferences. For recommendation engines, user interaction data and product/content metadata are essential. For chatbots, conversation logs and FAQ databases help train the model. For predictive analytics, historical user behavior and outcome data are crucial. We conduct a thorough data audit to identify what you have, what you need, and help prepare your data for optimal AI performance.",
+        "The data requirements depend on your specific AI use case. Generally, you’ll need clean, relevant data that represents your users’ behavior and preferences, especially for AI‑powered mobile and web experiences. For recommendation engines, user interaction data and product/content metadata are essential. For chatbots, conversation logs and FAQ databases help train the model. For predictive analytics, historical user behavior and outcome data are crucial. We conduct a thorough data audit to identify what you have, what you need, and help prepare your data for optimal AI performance.",
     },
     {
       question: "Will AI integration impact my app's performance?",
       answer:
-        "When implemented correctly, AI integration should enhance rather than hinder your app's performance. We use efficient API architectures, caching strategies, and optimized models to minimize latency. Many AI features can be processed asynchronously or in the background. We also implement progressive loading and fallback mechanisms to ensure your app remains fast and responsive. Performance testing is a crucial part of our integration process to ensure optimal user experience.",
+        "When implemented correctly, AI integration should enhance rather than hinder your app’s performance. We use efficient API architectures, caching strategies, and optimized models to minimize latency. Many AI features can be processed asynchronously or in the background. We also implement progressive loading and fallback mechanisms to ensure your app remains fast and responsive. Performance testing is a crucial part of our integration process to ensure optimal user experience for AI‑powered mobile and web applications.",
     },
     {
       question: "Can you integrate AI into legacy applications?",
       answer:
-        "Yes, we specialize in integrating AI into legacy applications through various approaches. We can create API-based integrations that work with existing systems, implement microservices architectures for gradual AI adoption, or develop hybrid solutions that bridge old and new technologies. Our team assesses your current architecture and recommends the best integration approach that minimizes disruption while maximizing AI benefits. We've successfully integrated AI into applications built on various legacy technologies.",
+        "Yes, we specialize in integrating AI into legacy applications through various approaches. We can create API‑based integrations that work with existing systems, implement microservices architectures for gradual AI adoption, or develop hybrid solutions that bridge old and new technologies. Our team assesses your current architecture and recommends the best integration approach that minimizes disruption while maximizing AI benefits for your existing digital products.",
     },
     {
       question: "How do you handle data privacy and security with AI features?",
       answer:
-        "Data privacy and security are paramount in our AI integrations. We implement privacy-by-design principles, ensuring compliance with GDPR, CCPA, and other relevant regulations. This includes data encryption, anonymization techniques, secure API communications, and minimal data collection practices. We can implement on-premise AI solutions for sensitive data, use federated learning approaches, or ensure strict data governance in cloud deployments. All AI models are designed with privacy protection and security best practices from the ground up.",
+        "Data privacy and security are paramount in our AI integrations. We implement privacy‑by‑design principles, ensuring compliance with GDPR, CCPA, and other relevant regulations. This includes data encryption, anonymization techniques, secure API communications, and minimal  data collection practices. We can implement on‑premise AI solutions for sensitive data, use federated learning approaches, or ensure strict data governance in cloud deployments. All AI models are designed with privacy protection and security best practices from the ground up, especially for AI‑powered features.",
     },
   ];
 
@@ -1514,8 +1549,7 @@ const AIIntegrationFinalCTA = () => {
             viewport={{ once: true }}
             className="text-xl text-muted-foreground mb-12 max-w-2xl mx-auto leading-relaxed"
           >
-            Empower your digital offerings with WDI's expertise in seamlessly
-            embedding cutting-edge AI features.
+            Empower your digital offerings with WDI’s expertise in seamlessly embedding cutting‑edge AI features and AI‑powered enhancements.
           </motion.p>
 
           <motion.div
@@ -1609,9 +1643,7 @@ export const AIIntegrationDigitalProducts = () => {
       </section>
 
       {/* Footer */}
-      <section className="bg-background">
-        {/* <Footer /> */}
-      </section>
+      <section className="bg-background">{/* <Footer /> */}</section>
     </div>
   );
 };
diff --git a/pages/AIModelDeploymentMLOps.tsx b/pages/AIModelDeploymentMLOps.tsx
index 4d66cb2..d88e7ba 100644
--- a/pages/AIModelDeploymentMLOps.tsx
+++ b/pages/AIModelDeploymentMLOps.tsx
@@ -123,9 +123,7 @@ const MLOpsHeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Ensuring your Machine Learning models are seamlessly deployed,
-                efficiently managed, and continuously optimized for peak
-                performance in production environments.
+                Streamline AI model deployment and MLOps workflows to deploy, monitor, and optimize machine learning models in production, ensuring reliable, scalable, and high‑performance AI systems.
               </p>
             </div>
 
@@ -488,6 +486,9 @@ const MLOpsBenefits = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Why Robust MLOps is Crucial for Your AI Success
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Robust MLOps is essential for turning machine learning models into scalable, production‑ready AI systems that deliver reliable, secure, and continuously optimized performance across your organization.
+          </p>
         </motion.div>
 
         <motion.div
@@ -629,6 +630,9 @@ const MLOpsProcess = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Our Strategic Approach to MLOps Excellence
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A structured, end‑to‑end MLOps strategy that streamlines machine learning model deployment, monitors performance, and continuously optimizes AI systems for scalable, production‑grade results.
+          </p>
         </motion.div>
 
         <div className="relative">
@@ -795,6 +799,9 @@ const MLOpsServices = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Specialized MLOps Capabilities
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A structured, end‑to‑end MLOps strategy that streamlines machine learning model deployment, monitors performance, and continuously optimizes AI systems for scalable, production‑grade results.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1040,6 +1047,9 @@ const MLOpsCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Ensuring AI Performance in Production
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Proactively monitoring, measuring, and optimizing AI model performance in production to maintain accuracy, stability, scalability, and low‑latency inference across real‑world workloads.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1165,8 +1175,7 @@ const MLOpsInlineCTA = () => {
             </h2>
 
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl mx-auto">
-              Ensure your AI investments deliver continuous value with expert
-              deployment and maintenance.
+              Ensure your AI and machine learning models deliver continuous business value through expert deployment, monitoring, and ongoing MLOps‑driven optimization.
             </p>
 
             <ShimmerButton
@@ -1276,8 +1285,7 @@ const HireMLOpsEngineers = () => {
             Access Expert MLOps & ML Infrastructure Talent
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
-            Hire our specialized engineers proficient in deploying, monitoring,
-            and maintaining production-grade ML models.
+            Hire our specialized engineers proficient in deploying, monitoring, and maintaining production‑grade machine learning models, with deep expertise in MLOps, model observability, and scalable ML infrastructure.
           </p>
         </motion.div>
 
@@ -1371,22 +1379,22 @@ const MLOpsFAQs = () => {
     {
       question: 'What is "model drift" and how do you handle it?',
       answer:
-        "Model drift occurs when a machine learning model's performance degrades over time due to changes in the underlying data distribution or relationships between variables. There are two main types: data drift (changes in input features) and concept drift (changes in the relationship between inputs and outputs). We handle drift through continuous monitoring systems that track statistical properties of incoming data, model performance metrics, and prediction distributions. Our automated systems detect drift using statistical tests, distance metrics, and performance thresholds, then trigger alerts and potentially automatic retraining workflows to maintain model accuracy.",
+        "Model drift occurs when a machine learning model’s performance degrades over time due to changes in the underlying data distribution or relationships between variables. The two main types are data drift (changes in input features) and concept drift (changes in the relationship between inputs and outputs). We handle drift through continuous monitoring systems that track statistical properties of incoming data, model performance metrics, and prediction distributions. Our automated systems detect drift using statistical tests, distance metrics, and performance thresholds, then trigger alerts and potentially automatic retraining workflows to maintain model accuracy and keep your AI systems performing at peak levels in production.",
     },
     {
       question: "How do you ensure data security for models in production?",
       answer:
-        "We implement comprehensive security measures at multiple levels: data encryption in transit and at rest, secure API endpoints with authentication and authorization, network isolation using VPCs and firewalls, access control with role-based permissions, audit logging for all model interactions, and compliance with industry standards like GDPR, HIPAA, and SOC 2. We also employ techniques like differential privacy, federated learning where appropriate, and secure multi-party computation for sensitive data. Regular security audits, vulnerability assessments, and penetration testing ensure ongoing protection of your ML infrastructure and data.",
+        "We implement comprehensive security measures at multiple levels for production‑grade AI and machine learning models: data encryption in transit and at rest, secure API endpoints with authentication and authorization, network isolation using VPCs and firewalls, access control with role‑based permissions, audit logging for all model interactions, and compliance with industry standards such as GDPR, HIPAA, and SOC 2.  We also employ techniques like differential privacy, federated learning where appropriate, and secure multi‑party computation for sensitive data. Regular security audits, vulnerability assessments, and penetration testing ensure ongoing protection of your ML infrastructure, models, and training data throughout the MLOps lifecycle.",
     },
     {
       question: "What is the difference between DevOps and MLOps?",
       answer:
-        "While DevOps focuses on software development and deployment, MLOps extends these practices to machine learning workflows with unique considerations: MLOps manages data pipelines alongside code, handles model versioning and experiment tracking, monitors model performance and data drift (not just system metrics), deals with non-deterministic outcomes and model retraining, requires specialized infrastructure for GPU/TPU workloads, and addresses ML-specific compliance and explainability requirements. MLOps also involves continuous training alongside continuous integration/deployment, and requires different tooling for model registries, feature stores, and ML-specific monitoring systems.",
+        "While DevOps focuses on software development, testing, and deployment, MLOps extends these practices to machine learning workflows with unique requirements. MLOps manages data pipelines alongside code, handles model versioning and experiment tracking, monitors model performance and data drift (not just system metrics), and deals with non‑deterministic outcomes and periodic model retraining. MLOps also requires specialized infrastructure for GPU/TPU workloads, addresses ML‑specific compliance, explainability, and governance needs, and includes continuous training in addition to continuous integration and deployment. It relies on different tooling for model registries, feature stores, and ML‑specific monitoring systems, making it the backbone of scalable, production‑ready AI.",
     },
     {
       question: "Can you help migrate existing models to a new MLOps platform?",
       answer:
-        "Yes, we specialize in MLOps platform migrations and model modernization. Our migration process includes: comprehensive assessment of existing models, infrastructure, and workflows; compatibility analysis and gap identification; migration strategy development with minimal downtime; model containerization and standardization; data pipeline recreation and optimization; CI/CD pipeline setup for the new platform; performance testing and validation; team training on new tools and processes; and gradual rollout with fallback capabilities. We support migrations between major platforms (AWS SageMaker, Azure ML, Google AI Platform, on-premise to cloud, etc.) and ensure all model governance, monitoring, and compliance requirements are maintained throughout the transition.",
+        "Yes. We specialize in MLOps platform migrations and ML model modernization. Our migration process includes a comprehensive assessment of existing models, infrastructure, and workflows; compatibility analysis and gap identification; migration strategy development with minimal downtime; model containerization and standardization; data pipeline recreation and optimization; CI/CD pipeline setup for the new platform; performance testing and validation; team training on new tools and processes; and gradual rollout with fallback capabilities. We support migrations between major platforms such as AWS SageMaker, Azure ML, Google AI Platform, and on‑premise to cloud environments, ensuring all model governance, monitoring, and compliance requirements are maintained throughout the transition and that your AI investments continue to deliver value in the new MLOps ecosystem.",
     },
   ];
 
diff --git a/pages/AIStrategyConsulting.tsx b/pages/AIStrategyConsulting.tsx
index 09e19df..32e7e28 100644
--- a/pages/AIStrategyConsulting.tsx
+++ b/pages/AIStrategyConsulting.tsx
@@ -22,12 +22,17 @@ import {
   Target,
   TrendingUp,
   UserPlus,
-  Users
+  Users,
 } from "lucide-react";
 import { ImageWithFallback } from "../components/figma/ImageWithFallback";
 import { Footer } from "../components/Footer";
 import { Navigation } from "../components/Navigation";
-import { Accordion, AccordionContent, AccordionItem, AccordionTrigger } from "../components/ui/accordion";
+import {
+  Accordion,
+  AccordionContent,
+  AccordionItem,
+  AccordionTrigger,
+} from "../components/ui/accordion";
 import { Badge } from "../components/ui/badge";
 import { Button } from "../components/ui/button";
 import { Card, CardContent } from "../components/ui/card";
@@ -49,26 +54,41 @@ const AIStrategyHeroWithCTA = () => {
         />
 
         {/* Canonical Link */}
-        <link rel="canonical" href="https://www.wdipl.com/services/ai-strategy-consulting" />
+        <link
+          rel="canonical"
+          href="https://www.wdipl.com/services/ai-strategy-consulting"
+        />
 
         {/* Open Graph Tags (for Facebook, LinkedIn) */}
-        <meta property="og:title" content="AI Strategy Consulting | Enterprise AI Roadmap | WDI" />
+        <meta
+          property="og:title"
+          content="AI Strategy Consulting | Enterprise AI Roadmap | WDI"
+        />
         <meta
           property="og:description"
           content="WDI’s phased AI strategy consulting helps you adopt intelligent technologies with clarity, scalability, and long-term business transformation goals."
         />
         <meta property="og:url" content="https://www.wdipl.com/services" />
         <meta property="og:type" content="website" />
-        <meta property="og:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          property="og:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Twitter Card Tags */}
         <meta name="twitter:card" content="summary_large_image" />
-        <meta name="twitter:title" content="AI Strategy Consulting | Enterprise AI Roadmap | WDI" />
+        <meta
+          name="twitter:title"
+          content="AI Strategy Consulting | Enterprise AI Roadmap | WDI"
+        />
         <meta
           name="twitter:description"
           content="WDI’s phased AI strategy consulting helps you adopt intelligent technologies with clarity, scalability, and long-term business transformation goals."
         />
-        <meta name="twitter:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          name="twitter:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Social Profiles (using JSON-LD Schema) */}
         <script type="application/ld+json">
@@ -109,12 +129,15 @@ const AIStrategyHeroWithCTA = () => {
               <h1 className="text-4xl md:text-5xl lg:text-6xl font-semibold text-white leading-tight">
                 AI Strategy & Consulting Services
               </h1>
-              
+
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Guiding your business through the complexities of Artificial Intelligence, from identifying opportunities to defining a clear, actionable AI roadmap.
+                Guiding your business through the complexities of Artificial
+                Intelligence, from identifying opportunities to defining a
+                clear, actionable AI roadmap for AI‑powered mobile and web
+                development.
               </p>
             </div>
-            
+
             {/* CTAs */}
             <motion.div
               initial={{ opacity: 0, y: 20 }}
@@ -122,8 +145,9 @@ const AIStrategyHeroWithCTA = () => {
               transition={{ duration: 0.8, delay: 0.3 }}
               className="flex flex-col sm:flex-row gap-4"
             >
-              <ShimmerButton className="text-lg px-8 py-4"
-              onClick={() => navigate("/start-a-project")}
+              <ShimmerButton
+                className="text-lg px-8 py-4"
+                onClick={() => navigate("/start-a-project")}
               >
                 <div className="inline-flex items-center gap-2">
                   <Brain className="w-5 h-5 flex-shrink-0" />
@@ -142,7 +166,7 @@ const AIStrategyHeroWithCTA = () => {
               </Button>
             </motion.div>
           </motion.div>
-          
+
           {/* Right side with AI Strategy Roadmap Visualization */}
           <motion.div
             initial={{ opacity: 0, x: 50 }}
@@ -178,11 +202,13 @@ const AIStrategyHeroWithCTA = () => {
                         <div className="w-8 h-8 bg-accent/20 rounded-lg flex items-center justify-center">
                           <Brain className="w-5 h-5 text-accent" />
                         </div>
-                        <h3 className="text-lg font-semibold text-white">AI Strategy Roadmap</h3>
+                        <h3 className="text-lg font-semibold text-white">
+                          AI Strategy Roadmap
+                        </h3>
                       </div>
                       <div className="w-full h-1 bg-gradient-to-r from-accent via-blue-500 to-purple-500 rounded-full"></div>
                     </motion.div>
-                    
+
                     {/* Strategy Steps */}
                     <div className="space-y-3">
                       {/* Discovery Phase */}
@@ -197,7 +223,9 @@ const AIStrategyHeroWithCTA = () => {
                             <Search className="w-3 h-3 text-white" />
                           </div>
                           <div className="flex-1">
-                            <div className="text-white text-xs font-medium">Discovery & Analysis</div>
+                            <div className="text-white text-xs font-medium">
+                              Discovery & Analysis
+                            </div>
                           </div>
                           <div className="text-xs text-blue-300">Phase 1</div>
                         </div>
@@ -208,7 +236,7 @@ const AIStrategyHeroWithCTA = () => {
                           className="absolute bottom-0 left-0 h-0.5 bg-blue-500 rounded-full"
                         ></motion.div>
                       </motion.div>
-                      
+
                       {/* Assessment Phase */}
                       <motion.div
                         initial={{ opacity: 0, x: -10 }}
@@ -221,7 +249,9 @@ const AIStrategyHeroWithCTA = () => {
                             <Target className="w-3 h-3 text-white" />
                           </div>
                           <div className="flex-1">
-                            <div className="text-white text-xs font-medium">Opportunity Assessment</div>
+                            <div className="text-white text-xs font-medium">
+                              Opportunity Assessment
+                            </div>
                           </div>
                           <div className="text-xs text-green-300">Phase 2</div>
                         </div>
@@ -232,7 +262,7 @@ const AIStrategyHeroWithCTA = () => {
                           className="absolute bottom-0 left-0 h-0.5 bg-green-500 rounded-full"
                         ></motion.div>
                       </motion.div>
-                      
+
                       {/* Roadmap Phase */}
                       <motion.div
                         initial={{ opacity: 0, x: -10 }}
@@ -245,7 +275,9 @@ const AIStrategyHeroWithCTA = () => {
                             <Route className="w-3 h-3 text-white" />
                           </div>
                           <div className="flex-1">
-                            <div className="text-white text-xs font-medium">Roadmap Development</div>
+                            <div className="text-white text-xs font-medium">
+                              Roadmap Development
+                            </div>
                           </div>
                           <div className="text-xs text-purple-300">Phase 3</div>
                         </div>
@@ -256,7 +288,7 @@ const AIStrategyHeroWithCTA = () => {
                           className="absolute bottom-0 left-0 h-0.5 bg-purple-500 rounded-full"
                         ></motion.div>
                       </motion.div>
-                      
+
                       {/* Implementation Phase */}
                       <motion.div
                         initial={{ opacity: 0, x: -10 }}
@@ -269,7 +301,9 @@ const AIStrategyHeroWithCTA = () => {
                             <Rocket className="w-3 h-3 text-white" />
                           </div>
                           <div className="flex-1">
-                            <div className="text-white text-xs font-medium">Implementation Planning</div>
+                            <div className="text-white text-xs font-medium">
+                              Implementation Planning
+                            </div>
                           </div>
                           <div className="text-xs text-orange-300">Phase 4</div>
                         </div>
@@ -281,7 +315,7 @@ const AIStrategyHeroWithCTA = () => {
                         ></motion.div>
                       </motion.div>
                     </div>
-                    
+
                     {/* ROI Projection */}
                     <motion.div
                       initial={{ opacity: 0, y: 10 }}
@@ -291,17 +325,25 @@ const AIStrategyHeroWithCTA = () => {
                     >
                       <div className="flex items-center justify-between">
                         <div>
-                          <div className="text-white text-sm font-medium">Projected ROI</div>
-                          <div className="text-accent text-xs">12-month forecast</div>
+                          <div className="text-white text-sm font-medium">
+                            Projected ROI
+                          </div>
+                          <div className="text-accent text-xs">
+                            12-month forecast
+                          </div>
                         </div>
                         <div className="text-right">
-                          <div className="text-2xl font-bold text-accent">+245%</div>
-                          <div className="text-xs text-white/70">Expected Return</div>
+                          <div className="text-2xl font-bold text-accent">
+                            +245%
+                          </div>
+                          <div className="text-xs text-white/70">
+                            Expected Return
+                          </div>
                         </div>
                       </div>
                     </motion.div>
                   </div>
-                  
+
                   {/* Executive/Consultant */}
                   <motion.div
                     initial={{ opacity: 0, scale: 0.8 }}
@@ -314,7 +356,7 @@ const AIStrategyHeroWithCTA = () => {
                     </div>
                   </motion.div>
                 </motion.div>
-                
+
                 {/* Data Points & Brain Visualization */}
                 <motion.div
                   initial={{ opacity: 0 }}
@@ -344,7 +386,7 @@ const AIStrategyHeroWithCTA = () => {
                     ></motion.div>
                   </div>
                 </motion.div>
-                
+
                 {/* Abstract Brain/Data Visualization */}
                 <motion.div
                   initial={{ opacity: 0, scale: 0 }}
@@ -357,7 +399,11 @@ const AIStrategyHeroWithCTA = () => {
                       <Brain className="w-10 h-10 text-accent" />
                       <motion.div
                         animate={{ rotate: [0, 360] }}
-                        transition={{ duration: 8, repeat: Infinity, ease: "linear" }}
+                        transition={{
+                          duration: 8,
+                          repeat: Infinity,
+                          ease: "linear",
+                        }}
                         className="absolute inset-0 w-10 h-10"
                       >
                         <div className="absolute top-0 left-1/2 w-1 h-1 bg-blue-400 rounded-full transform -translate-x-1/2"></div>
@@ -369,7 +415,7 @@ const AIStrategyHeroWithCTA = () => {
                   </div>
                 </motion.div>
               </motion.div>
-              
+
               {/* Strategy Features */}
               <motion.div
                 initial={{ opacity: 0, y: 30 }}
@@ -377,15 +423,24 @@ const AIStrategyHeroWithCTA = () => {
                 transition={{ duration: 0.8, delay: 2.8 }}
                 className="flex justify-center gap-4 flex-wrap mt-8"
               >
-                <Badge variant="secondary" className="bg-blue-500/20 text-blue-300 border-blue-500/30">
+                <Badge
+                  variant="secondary"
+                  className="bg-blue-500/20 text-blue-300 border-blue-500/30"
+                >
                   <Target className="w-3 h-3 mr-1" />
                   Strategic
                 </Badge>
-                <Badge variant="secondary" className="bg-green-500/20 text-green-300 border-green-500/30">
+                <Badge
+                  variant="secondary"
+                  className="bg-green-500/20 text-green-300 border-green-500/30"
+                >
                   <BarChart3 className="w-3 h-3 mr-1" />
                   Data-Driven
                 </Badge>
-                <Badge variant="secondary" className="bg-purple-500/20 text-purple-300 border-purple-500/30">
+                <Badge
+                  variant="secondary"
+                  className="bg-purple-500/20 text-purple-300 border-purple-500/30"
+                >
                   <Rocket className="w-3 h-3 mr-1" />
                   Actionable
                 </Badge>
@@ -404,28 +459,32 @@ const AIStrategyBenefits = () => {
     {
       icon: Route,
       title: "Clear Roadmap",
-      description: "Translate AI potential into a practical, implementable plan."
+      description:
+        "Translate AI potential into a practical, implementable plan.",
     },
     {
       icon: DollarSign,
       title: "Identified ROI",
-      description: "Focus on AI initiatives that deliver measurable business value."
+      description:
+        "Focus on AI initiatives that deliver measurable business value.",
     },
     {
       icon: Shield,
       title: "Risk Mitigation",
-      description: "Address ethical, data privacy, and implementation challenges upfront."
+      description:
+        "Address ethical, data privacy, and implementation challenges upfront.",
     },
     {
       icon: TrendingUp,
       title: "Competitive Edge",
-      description: "Leverage AI to innovate and differentiate your offerings."
+      description: "Leverage AI to innovate and differentiate your offerings.",
     },
     {
       icon: Brain,
       title: "Informed Decisions",
-      description: "Gain insights into AI technologies relevant to your business."
-    }
+      description:
+        "Gain insights into AI technologies relevant to your business.",
+    },
   ];
 
   return (
@@ -439,10 +498,14 @@ const AIStrategyBenefits = () => {
           className="text-center mb-20"
         >
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
-            Why Partner with WDI for AI Strategy?
+            Why Choose WDI for AI Strategy?
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            WDI combines AI expertise with business‑aligned strategy to design
+            scalable AI‑powered solutions tailored to your needs.
+          </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -527,34 +590,40 @@ const AIStrategyProcess = () => {
   const steps = [
     {
       title: "Discovery & Business Needs Analysis",
-      description: "Understanding your business objectives, current capabilities, and specific challenges to identify where AI can create the most value.",
-      icon: Search
+      description:
+        "Understanding your business objectives, current capabilities, and specific challenges to identify where AI can create the most value.",
+      icon: Search,
     },
     {
       title: "AI Opportunity Assessment",
-      description: "Evaluating potential AI use cases, market opportunities, and alignment with your business strategy and goals.",
-      icon: Target
+      description:
+        "Evaluating potential AI use cases, market opportunities, and alignment with your business strategy and goals.",
+      icon: Target,
     },
     {
       title: "Data Readiness Evaluation",
-      description: "Assessing your data quality, infrastructure, and governance to determine AI readiness and requirements.",
-      icon: Database
+      description:
+        "Assessing your data quality, infrastructure, and governance to determine AI readiness and requirements.",
+      icon: Database,
     },
     {
       title: "Technology & Feasibility Study",
-      description: "Analyzing technical requirements, platform options, and implementation feasibility for identified AI initiatives.",
-      icon: Cpu
+      description:
+        "Analyzing technical requirements, platform options, and implementation feasibility for identified AI initiatives.",
+      icon: Cpu,
     },
     {
       title: "Roadmap Definition & ROI Projection",
-      description: "Creating a prioritized implementation plan with timelines, resource requirements, and expected return on investment.",
-      icon: Route
+      description:
+        "Creating a prioritized implementation plan with timelines, resource requirements, and expected return on investment.",
+      icon: Route,
     },
     {
       title: "Implementation Planning & Pilot Program",
-      description: "Developing detailed implementation strategies and launching pilot programs to validate concepts and approaches.",
-      icon: Rocket
-    }
+      description:
+        "Developing detailed implementation strategies and launching pilot programs to validate concepts and approaches.",
+      icon: Rocket,
+    },
   ];
 
   return (
@@ -570,17 +639,21 @@ const AIStrategyProcess = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Our Phased Approach to Your AI Transformation
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A structured AI strategy that moves your business from vision to
+            AI‑powered mobile and web solutions in clear, measurable steps.
+          </p>
         </motion.div>
 
         <div className="relative">
           {/* Timeline line */}
           <div className="absolute left-1/2 transform -translate-x-1/2 h-full w-0.5 bg-gradient-to-b from-accent via-accent/50 to-transparent hidden lg:block"></div>
-          
+
           <div className="space-y-16">
             {steps.map((step, index) => {
               const IconComponent = step.icon;
               const isEven = index % 2 === 0;
-              
+
               return (
                 <motion.div
                   key={index}
@@ -588,15 +661,19 @@ const AIStrategyProcess = () => {
                   whileInView={{ opacity: 1, x: 0 }}
                   transition={{ duration: 0.8, delay: index * 0.2 }}
                   viewport={{ once: true }}
-                  className={`flex items-center ${isEven ? 'lg:flex-row' : 'lg:flex-row-reverse'} flex-col lg:gap-16 gap-8`}
+                  className={`flex items-center ${isEven ? "lg:flex-row" : "lg:flex-row-reverse"} flex-col lg:gap-16 gap-8`}
                 >
-                  <div className={`flex-1 ${isEven ? 'lg:text-right' : 'lg:text-left'} text-center lg:text-left`}>
+                  <div
+                    className={`flex-1 ${isEven ? "lg:text-right" : "lg:text-left"} text-center lg:text-left`}
+                  >
                     <div className="bg-gray-900/50 backdrop-blur-md rounded-2xl border border-gray-800 p-8 hover:border-accent/30 transition-all duration-300 shadow-lg hover:shadow-xl">
                       <div className="flex items-center gap-4 mb-4 justify-center lg:justify-start">
                         <div className="w-12 h-12 bg-accent/20 rounded-xl flex items-center justify-center">
                           <IconComponent className="w-6 h-6 text-accent" />
                         </div>
-                        <div className="text-2xl font-bold text-accent">0{index + 1}</div>
+                        <div className="text-2xl font-bold text-accent">
+                          0{index + 1}
+                        </div>
                       </div>
                       <h3 className="text-2xl font-semibold text-white mb-4">
                         {step.title}
@@ -606,10 +683,10 @@ const AIStrategyProcess = () => {
                       </p>
                     </div>
                   </div>
-                  
+
                   {/* Timeline dot */}
                   <div className="w-4 h-4 bg-accent rounded-full border-4 border-black z-10 hidden lg:block"></div>
-                  
+
                   <div className="flex-1 hidden lg:block"></div>
                 </motion.div>
               );
@@ -628,44 +705,80 @@ const AIStrategyOfferings = () => {
       title: "AI Opportunity Identification",
       description: "Pinpointing areas where AI can create value.",
       icon: Lightbulb,
-      features: ["Use Case Analysis", "Value Assessment", "Opportunity Mapping", "Business Impact"]
+      features: [
+        "Use Case Analysis",
+        "Value Assessment",
+        "Opportunity Mapping",
+        "Business Impact",
+      ],
     },
     {
       title: "AI Readiness Assessment",
-      description: "Evaluating your data, infrastructure, and team for AI adoption.",
+      description:
+        "Evaluating your data, infrastructure, and team for AI adoption.",
       icon: CheckCircle,
-      features: ["Data Maturity", "Infrastructure Audit", "Team Capability", "Organizational Readiness"]
+      features: [
+        "Data Maturity",
+        "Infrastructure Audit",
+        "Team Capability",
+        "Organizational Readiness",
+      ],
     },
     {
       title: "AI Roadmap Development",
       description: "Creating a phased plan for AI implementation.",
       icon: Route,
-      features: ["Strategic Planning", "Phase Prioritization", "Resource Planning", "Timeline Development"]
+      features: [
+        "Strategic Planning",
+        "Phase Prioritization",
+        "Resource Planning",
+        "Timeline Development",
+      ],
     },
     {
       title: "AI Ethics & Governance",
       description: "Advising on responsible and unbiased AI practices.",
       icon: Shield,
-      features: ["Ethical Framework", "Bias Mitigation", "Compliance Strategy", "Risk Management"]
+      features: [
+        "Ethical Framework",
+        "Bias Mitigation",
+        "Compliance Strategy",
+        "Risk Management",
+      ],
     },
     {
       title: "Vendor & Technology Selection",
       description: "Guiding choices for AI platforms and tools.",
       icon: Settings,
-      features: ["Platform Evaluation", "Vendor Analysis", "Technology Fit", "Cost-Benefit Analysis"]
+      features: [
+        "Platform Evaluation",
+        "Vendor Analysis",
+        "Technology Fit",
+        "Cost-Benefit Analysis",
+      ],
     },
     {
       title: "Change Management for AI Adoption",
       description: "Preparing your organization for AI integration.",
       icon: Users,
-      features: ["Change Strategy", "Training Programs", "Culture Transformation", "Adoption Support"]
+      features: [
+        "Change Strategy",
+        "Training Programs",
+        "Culture Transformation",
+        "Adoption Support",
+      ],
     },
     {
       title: "GenAI Strategy & Use Case Identification",
       description: "Consulting on the strategic application of Generative AI.",
       icon: Brain,
-      features: ["GenAI Opportunities", "Use Case Development", "Implementation Strategy", "ROI Assessment"]
-    }
+      features: [
+        "GenAI Opportunities",
+        "Use Case Development",
+        "Implementation Strategy",
+        "ROI Assessment",
+      ],
+    },
   ];
 
   return (
@@ -681,8 +794,12 @@ const AIStrategyOfferings = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Specialized AI Consulting Capabilities
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Expert AI consulting to align your business goals with AI‑powered
+            mobile and web solutions that drive measurable impact.
+          </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -714,10 +831,16 @@ const AIStrategyOfferings = () => {
                       {offering.description}
                     </p>
                     <div className="space-y-2">
-                      <h4 className="text-sm font-medium text-foreground">Key Areas:</h4>
+                      <h4 className="text-sm font-medium text-foreground">
+                        Key Areas:
+                      </h4>
                       <div className="flex flex-wrap gap-2">
                         {offering.features.map((feature) => (
-                          <Badge key={feature} variant="secondary" className="text-xs bg-muted/50 text-muted-foreground border-muted">
+                          <Badge
+                            key={feature}
+                            variant="secondary"
+                            className="text-xs bg-muted/50 text-muted-foreground border-muted"
+                          >
                             {feature}
                           </Badge>
                         ))}
@@ -762,10 +885,16 @@ const AIStrategyOfferings = () => {
                       {offering.description}
                     </p>
                     <div className="space-y-2">
-                      <h4 className="text-sm font-medium text-foreground">Key Areas:</h4>
+                      <h4 className="text-sm font-medium text-foreground">
+                        Key Areas:
+                      </h4>
                       <div className="flex flex-wrap gap-2">
                         {offering.features.map((feature) => (
-                          <Badge key={feature} variant="secondary" className="text-xs bg-muted/50 text-muted-foreground border-muted">
+                          <Badge
+                            key={feature}
+                            variant="secondary"
+                            className="text-xs bg-muted/50 text-muted-foreground border-muted"
+                          >
                             {feature}
                           </Badge>
                         ))}
@@ -785,11 +914,31 @@ const AIStrategyOfferings = () => {
 // Target Audience
 export const AIStrategyTargetAudience = () => {
   const audiences = [
-    { title: "CTOs", icon: Code, description: "Technical leaders driving AI transformation initiatives" },
-    { title: "Product Leaders", icon: Rocket, description: "Product managers integrating AI into product strategy" },
-    { title: "Business Owners", icon: Briefcase, description: "Executives seeking competitive advantage through AI" },
-    { title: "Innovation Teams", icon: Lightbulb, description: "Teams exploring AI opportunities and applications" },
-    { title: "Enterprise Leaders", icon: Building, description: "Decision makers considering AI adoption" }
+    {
+      title: "CTOs",
+      icon: Code,
+      description: "Technical leaders driving AI transformation initiatives",
+    },
+    {
+      title: "Product Leaders",
+      icon: Rocket,
+      description: "Product managers integrating AI into product strategy",
+    },
+    {
+      title: "Business Owners",
+      icon: Briefcase,
+      description: "Executives seeking competitive advantage through AI",
+    },
+    {
+      title: "Innovation Teams",
+      icon: Lightbulb,
+      description: "Teams exploring AI opportunities and applications",
+    },
+    {
+      title: "Enterprise Leaders",
+      icon: Building,
+      description: "Decision makers considering AI adoption",
+    },
   ];
 
   return (
@@ -805,8 +954,12 @@ export const AIStrategyTargetAudience = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Ideal For...
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Businesses ready to adopt AI‑powered mobile and web solutions for
+            smarter automation, data‑driven decisions, and scalable growth.
+          </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -854,21 +1007,25 @@ const AIStrategyCaseStudies = () => {
     {
       title: "Manufacturing AI Transformation",
       client: "Industrial Manufacturing Corp",
-      description: "Developed comprehensive AI strategy that identified 8 key use cases, resulting in 30% operational efficiency improvement and $2.5M annual savings through predictive maintenance and quality optimization.",
-      image: "https://images.unsplash.com/photo-1697577418970-95d99b5a55cf?w=500&auto=format&fit=crop&q=60&ixlib=rb-4.1.0&ixid=M3wxMjA3fDB8MHxzZWFyY2h8Mnx8QUl8ZW58MHx8MHx8fDA%3D", // AI/ML circuit board
+      description:
+        "Developed comprehensive AI strategy that identified 8 key use cases, resulting in 30% operational efficiency improvement and $2.5M annual savings through predictive maintenance and quality optimization.",
+      image:
+        "https://images.unsplash.com/photo-1697577418970-95d99b5a55cf?w=500&auto=format&fit=crop&q=60&ixlib=rb-4.1.0&ixid=M3wxMjA3fDB8MHxzZWFyY2h8Mnx8QUl8ZW58MHx8MHx8fDA%3D", // AI/ML circuit board
       results: "$2.5M annual savings, 30% efficiency gain",
       engagement: "6-month strategy engagement",
-      gradient: "from-blue-500/20 to-cyan-500/20"
+      gradient: "from-blue-500/20 to-cyan-500/20",
     },
     {
       title: "Financial Services AI Roadmap",
       client: "Regional Banking Institution",
-      description: "Created strategic AI roadmap focusing on customer experience and risk management, leading to 40% reduction in loan processing time and improved fraud detection capabilities.",
-      image: "https://images.unsplash.com/photo-1677442136019-21780ecad995?w=400&h=300&fit=crop&auto=format", // AI visualization
+      description:
+        "Created strategic AI roadmap focusing on customer experience and risk management, leading to 40% reduction in loan processing time and improved fraud detection capabilities.",
+      image:
+        "https://images.unsplash.com/photo-1677442136019-21780ecad995?w=400&h=300&fit=crop&auto=format", // AI visualization
       results: "40% faster processing, enhanced fraud detection",
       engagement: "4-month strategic assessment",
-      gradient: "from-green-500/20 to-emerald-500/20"
-    }
+      gradient: "from-green-500/20 to-emerald-500/20",
+    },
   ];
 
   return (
@@ -884,8 +1041,12 @@ const AIStrategyCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Guiding Businesses to AI Success
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Helping companies turn AI potential into real‑world AI‑powered
+            mobile and web solutions that drive growth and efficiency.
+          </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -914,19 +1075,24 @@ const AIStrategyCaseStudies = () => {
                         <div className="text-xs text-muted-foreground mb-2 uppercase tracking-wider">
                           {study.client}
                         </div>
-                        <Badge variant="secondary" className="text-xs bg-accent/20 text-accent border-accent/30">
+                        <Badge
+                          variant="secondary"
+                          className="text-xs bg-accent/20 text-accent border-accent/30"
+                        >
                           {study.results}
                         </Badge>
                       </div>
                     </div>
-                    
+
                     <h3 className="text-xl font-semibold text-foreground mb-4 leading-tight">
                       {study.title}
                     </h3>
                   </div>
-                  
+
                   <div className="px-8 pb-6 flex-1">
-                    <div className={`relative rounded-xl overflow-hidden bg-gradient-to-br ${study.gradient} p-4 border border-white/10`}>
+                    <div
+                      className={`relative rounded-xl overflow-hidden bg-gradient-to-br ${study.gradient} p-4 border border-white/10`}
+                    >
                       <ImageWithFallback
                         src={study.image}
                         alt={study.title}
@@ -934,7 +1100,7 @@ const AIStrategyCaseStudies = () => {
                       />
                     </div>
                   </div>
-                  
+
                   <div className="px-8 pb-6">
                     <p className="text-muted-foreground text-sm leading-relaxed mb-4">
                       {study.description}
@@ -946,14 +1112,16 @@ const AIStrategyCaseStudies = () => {
                       </div>
                     </div>
                   </div>
-                  
+
                   <div className="p-8 pt-0 mt-auto">
-                    <Button 
-                      variant="ghost" 
+                    <Button
+                      variant="ghost"
                       size="sm"
                       className="w-full justify-between text-accent hover:text-accent hover:bg-accent/10 group-hover:translate-x-1 transition-all duration-300 h-auto py-3"
                     >
-                      <span className="text-sm font-medium">VIEW FULL CASE STUDY</span>
+                      <span className="text-sm font-medium">
+                        VIEW FULL CASE STUDY
+                      </span>
                       <ArrowRight className="w-4 h-4" />
                     </Button>
                   </div>
@@ -990,21 +1158,25 @@ const AIStrategyInlineCTA = () => {
             <div className="inline-block p-[2px] rounded-full bg-gradient-to-r from-accent via-blue-500 to-purple-500">
               <div className="bg-black rounded-full px-6 py-3 flex items-center gap-2">
                 <Brain className="w-5 h-5 text-white" />
-                <span className="text-white text-base font-medium">AI Strategy</span>
+                <span className="text-white text-base font-medium">
+                  AI Strategy
+                </span>
               </div>
             </div>
-            
+
             <h2 className="text-4xl lg:text-5xl font-semibold text-white leading-tight">
               Unsure Where to Begin{" "}
               <span className="text-accent">Your AI Journey?</span>
             </h2>
-            
+
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl mx-auto">
-              Our AI consultants provide clarity and a strategic direction for your business.
+              Our AI consultants help you clarify your goals and define a
+              focused AI‑powered roadmap for your business.
             </p>
-            
-            <ShimmerButton className="text-xl px-10 py-5 rounded-2xl shadow-lg hover:shadow-xl"
-            onClick={() => navigate("/start-a-project")}
+
+            <ShimmerButton
+              className="text-xl px-10 py-5 rounded-2xl shadow-lg hover:shadow-xl"
+              onClick={() => navigate("/start-a-project")}
             >
               <div className="inline-flex items-center gap-3">
                 <MessageSquare className="w-6 h-6 flex-shrink-0" />
@@ -1023,40 +1195,71 @@ const HireAIConsultants = () => {
   const consultantTypes = [
     {
       title: "AI Strategy Consultants",
-      description: "Senior strategists who design comprehensive AI transformation plans",
+      description:
+        "Senior strategists who design comprehensive AI transformation plans",
       icon: Brain,
-      skills: ["AI Strategy", "Business Analysis", "Roadmap Development", "ROI Planning"]
+      skills: [
+        "AI Strategy",
+        "Business Analysis",
+        "Roadmap Development",
+        "ROI Planning",
+      ],
     },
     {
       title: "AI Solution Architects",
       description: "Technical architects who design scalable AI infrastructure",
       icon: Cpu,
-      skills: ["Solution Architecture", "Platform Design", "Technology Selection", "Integration Planning"]
+      skills: [
+        "Solution Architecture",
+        "Platform Design",
+        "Technology Selection",
+        "Integration Planning",
+      ],
     },
     {
       title: "Data Strategy Leaders",
       description: "Experts in data governance and AI-ready data architecture",
       icon: Database,
-      skills: ["Data Strategy", "Governance Framework", "Data Architecture", "Quality Management"]
+      skills: [
+        "Data Strategy",
+        "Governance Framework",
+        "Data Architecture",
+        "Quality Management",
+      ],
     },
     {
       title: "AI Ethics Consultants",
       description: "Specialists in responsible AI and ethical implementation",
       icon: Shield,
-      skills: ["AI Ethics", "Bias Mitigation", "Compliance Strategy", "Risk Assessment"]
+      skills: [
+        "AI Ethics",
+        "Bias Mitigation",
+        "Compliance Strategy",
+        "Risk Assessment",
+      ],
     },
     {
       title: "AI Product Strategists",
       description: "Product leaders who integrate AI into product development",
       icon: Rocket,
-      skills: ["Product Strategy", "AI Integration", "User Experience", "Market Analysis"]
+      skills: [
+        "Product Strategy",
+        "AI Integration",
+        "User Experience",
+        "Market Analysis",
+      ],
     },
     {
       title: "Change Management Consultants",
       description: "Experts in organizational transformation for AI adoption",
       icon: Users,
-      skills: ["Change Management", "Training Strategy", "Culture Transformation", "Adoption Planning"]
-    }
+      skills: [
+        "Change Management",
+        "Training Strategy",
+        "Culture Transformation",
+        "Adoption Planning",
+      ],
+    },
   ];
 
   return (
@@ -1073,10 +1276,12 @@ const HireAIConsultants = () => {
             Access Expert AI Strategy & Leadership Talent
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
-            Hire experienced AI strategists, solution architects, and data leaders to drive your AI initiatives.
+            Hire experienced AI strategists, solution architects, and data
+            leaders to drive your AI initiatives and AI‑powered mobile and web
+            development roadmap.
           </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -1108,10 +1313,16 @@ const HireAIConsultants = () => {
                       {type.description}
                     </p>
                     <div className="space-y-2">
-                      <h4 className="text-sm font-medium text-foreground">Core Skills:</h4>
+                      <h4 className="text-sm font-medium text-foreground">
+                        Core Skills:
+                      </h4>
                       <div className="flex flex-wrap gap-2">
                         {type.skills.map((skill) => (
-                          <Badge key={skill} variant="secondary" className="text-xs bg-muted/50 text-muted-foreground border-muted">
+                          <Badge
+                            key={skill}
+                            variant="secondary"
+                            className="text-xs bg-muted/50 text-muted-foreground border-muted"
+                          >
                             {skill}
                           </Badge>
                         ))}
@@ -1159,21 +1370,25 @@ const HireAIConsultants = () => {
 const AIStrategyFAQs = () => {
   const faqs = [
     {
-      question: "What is an \"AI Roadmap\"?",
-      answer: "An AI roadmap is a strategic plan that outlines how your organization will adopt and implement AI technologies over time. It includes identified use cases, prioritized initiatives, resource requirements, timeline milestones, and expected outcomes. The roadmap typically spans 12-36 months and provides a clear path from current state to AI-enabled future state, including technical infrastructure, data preparation, team development, and change management considerations."
+      question: 'What is an "AI Roadmap"?',
+      answer:
+        "An AI roadmap is a strategic plan that outlines how your organization will adopt and implement AI technologies over time. It includes identified use cases, prioritized initiatives, resource requirements, timeline milestones, and expected outcomes for AI‑powered mobile and web solutions. The roadmap typically spans 12–36 months and provides a clear path from current state to AI‑enabled future state, including technical infrastructure, data preparation, team development, and change management considerations.",
     },
     {
       question: "How long does an AI strategy engagement typically last?",
-      answer: "AI strategy engagements typically range from 8-16 weeks, depending on organization size and complexity. A typical engagement includes 2-3 weeks for discovery and assessment, 3-4 weeks for opportunity identification and feasibility analysis, 2-3 weeks for roadmap development and ROI modeling, and 1-2 weeks for implementation planning and stakeholder alignment. Larger enterprises or complex multi-business unit organizations may require longer engagements."
+      answer:
+        "AI strategy engagements typically range from 8–16 weeks, depending on organization size and complexity. A typical engagement includes 2–3 weeks for discovery and assessment, 3–4 weeks for opportunity identification and feasibility analysis, 2–3 weeks for roadmap development and ROI modeling, and 1–2 weeks for implementation planning and stakeholder alignment. Larger enterprises or complex multi‑business unit organizations may require longer engagements and AI‑powered design input.",
     },
     {
       question: "Do you help with AI ethics and responsible AI?",
-      answer: "Yes, AI ethics and responsible AI practices are integral parts of our strategy consulting. We help establish ethical AI frameworks, identify and mitigate bias risks, ensure compliance with regulations like GDPR and emerging AI laws, develop transparent AI governance policies, and create accountability mechanisms. This includes bias testing methodologies, explainable AI requirements, data privacy protection, and ongoing monitoring systems to ensure ethical AI deployment."
+      answer:
+        "Yes, AI ethics and responsible AI practices are integral parts of our strategy consulting. We help establish ethical AI frameworks, identify and mitigate bias risks, ensure compliance with regulations like GDPR and emerging AI laws, develop transparent AI governance policies, and create accountability mechanisms. This includes bias testing methodologies, explainable AI requirements, data privacy protection, and ongoing monitoring systems to ensure ethical AI deployment and AI‑powered features done right.",
     },
     {
       question: "What data do I need to prepare for an AI assessment?",
-      answer: "For an AI assessment, we typically need access to business process documentation, existing data inventories and quality reports, current technology architecture diagrams, team skill assessments, and business performance metrics. We'll also review data governance policies, compliance requirements, and any existing analytics or automation initiatives. Most information gathering happens through interviews and workshops, so detailed preparation isn't required upfront - we guide you through the discovery process."
-    }
+      answer:
+        "For an AI assessment, we typically need access to business process documentation, existing data inventories and quality reports, current technology architecture diagrams, team skill assessments, and business performance metrics. We’ll also review data governance policies, compliance requirements, and any existing analytics or automation initiatives. Most information gathering happens through interviews and workshops, so detailed preparation isn’t required upfront we guide you through the discovery process for AI mobile app development and related use cases.",
+    },
   ];
 
   return (
@@ -1190,7 +1405,7 @@ const AIStrategyFAQs = () => {
             Frequently Asked Questions
           </h2>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -1200,13 +1415,15 @@ const AIStrategyFAQs = () => {
         >
           <Accordion type="single" collapsible className="space-y-8">
             {faqs.map((faq, index) => (
-              <AccordionItem 
-                key={index} 
-                value={`item-${index}`} 
+              <AccordionItem
+                key={index}
+                value={`item-${index}`}
                 className="bg-gray-900/50 backdrop-blur-md rounded-2xl border border-gray-800 px-10 shadow-lg"
               >
                 <AccordionTrigger className="text-left hover:no-underline py-10 text-xl">
-                  <span className="font-semibold text-white">{faq.question}</span>
+                  <span className="font-semibold text-white">
+                    {faq.question}
+                  </span>
                 </AccordionTrigger>
                 <AccordionContent className="text-gray-300 pb-10 text-lg leading-relaxed">
                   {faq.answer}
@@ -1243,7 +1460,9 @@ const AIStrategyFinalCTA = () => {
             <div className="inline-block p-[2px] rounded-full bg-gradient-to-r from-accent via-blue-500 to-purple-500">
               <div className="bg-background rounded-full px-6 py-3 flex items-center gap-2">
                 <Brain className="w-5 h-5 text-foreground" />
-                <span className="text-foreground text-base font-medium">AI Strategy</span>
+                <span className="text-foreground text-base font-medium">
+                  AI Strategy
+                </span>
               </div>
             </div>
           </motion.div>
@@ -1252,7 +1471,7 @@ const AIStrategyFinalCTA = () => {
             Chart Your Course to{" "}
             <span className="text-accent">AI-Powered Future with WDI</span>
           </h2>
-          
+
           <motion.p
             initial={{ opacity: 0, y: 20 }}
             whileInView={{ opacity: 1, y: 0 }}
@@ -1260,7 +1479,7 @@ const AIStrategyFinalCTA = () => {
             viewport={{ once: true }}
             className="text-xl text-muted-foreground mb-12 max-w-2xl mx-auto leading-relaxed"
           >
-            Partner with our expert AI consultants to transform complex ideas into actionable strategies and achieve measurable results.
+            Work with our expert AI consultants to turn complex ideas into an actionable AI‑powered roadmap and measurable business outcomes.
           </motion.p>
 
           <motion.div
@@ -1270,8 +1489,9 @@ const AIStrategyFinalCTA = () => {
             viewport={{ once: true }}
             className="space-y-8"
           >
-            <ShimmerButton className="px-12 py-6 text-xl rounded-2xl shadow-2xl hover:shadow-accent/25"
-            onClick={() => navigate("/start-a-project")}
+            <ShimmerButton
+              className="px-12 py-6 text-xl rounded-2xl shadow-2xl hover:shadow-accent/25"
+              onClick={() => navigate("/start-a-project")}
             >
               <div className="inline-flex items-center gap-3">
                 <Rocket className="w-6 h-6 flex-shrink-0" />
@@ -1301,61 +1521,59 @@ export const AIStrategyConsulting = () => {
   return (
     <div className="dark min-h-screen">
       {/* <Navigation /> */}
-      
+
       {/* Hero Section */}
       <section className="bg-black">
         <AIStrategyHeroWithCTA />
       </section>
-      
+
       {/* Benefits */}
       <section className="bg-background">
         <AIStrategyBenefits />
       </section>
-      
+
       {/* AI Strategy Process */}
       <section className="bg-card">
         <AIStrategyProcess />
       </section>
-      
+
       {/* Offerings */}
       <section className="bg-background">
         <AIStrategyOfferings />
       </section>
-      
+
       {/* Target Audience */}
       <section className="bg-card">
         <AIStrategyTargetAudience />
       </section>
-      
+
       {/* Case Studies */}
       <section className="bg-background">
         <AIStrategyCaseStudies />
       </section>
-      
+
       {/* Mid-Page CTA */}
       <section className="bg-card">
         <AIStrategyInlineCTA />
       </section>
-      
+
       {/* Hire Consultants */}
       <section className="bg-background">
         <HireAIConsultants />
       </section>
-      
+
       {/* FAQs */}
       <section className="bg-card">
         <AIStrategyFAQs />
       </section>
-      
+
       {/* Final CTA */}
       <section className="bg-background">
         <AIStrategyFinalCTA />
       </section>
-      
+
       {/* Footer */}
-      <section className="bg-background">
-        {/* <Footer /> */}
-      </section>
+      <section className="bg-background">{/* <Footer /> */}</section>
     </div>
   );
-};
\ No newline at end of file
+};
diff --git a/pages/ArtificialIntelligenceServices.tsx b/pages/ArtificialIntelligenceServices.tsx
index 08efdfd..54b79dd 100644
--- a/pages/ArtificialIntelligenceServices.tsx
+++ b/pages/ArtificialIntelligenceServices.tsx
@@ -32,38 +32,53 @@ const HeroWithCTA = () => {
   return (
     <section className="relative py-20 overflow-hidden bg-black">
       <Helmet>
-              {/* Page Title and Meta Description */}
-              <title>Artificial Intelligence | Custom AI Solutions by WDI</title>
-              <meta
-                name="description"
-                content="Discover how WDI builds tailored AI solutions that drive automation, insights, and competitive edge for businesses through smart digital systems."
-              />
-      
-              {/* Canonical Link */}
-              <link rel="canonical" href="https://www.wdipl.com/artificial-intelligence" />
-      
-              {/* Open Graph Tags (for Facebook, LinkedIn) */}
-              <meta property="og:title" content="Artificial Intelligence | Custom AI Solutions by WDI" />
-              <meta
-                property="og:description"
-                content="Discover how WDI builds tailored AI solutions that drive automation, insights, and competitive edge for businesses through smart digital systems."
-              />
-              <meta property="og:url" content="https://www.wdipl.com/services" />
-              <meta property="og:type" content="website" />
-              <meta property="og:image" content="https://www.wdipl.com/your-preview-image.jpg" />
-      
-              {/* Twitter Card Tags */}
-              <meta name="twitter:card" content="summary_large_image" />
-              <meta name="twitter:title" content="Artificial Intelligence | Custom AI Solutions by WDI" />
-              <meta
-                name="twitter:description"
-                content="Discover how WDI builds tailored AI solutions that drive automation, insights, and competitive edge for businesses through smart digital systems."
-              />
-              <meta name="twitter:image" content="https://www.wdipl.com/your-preview-image.jpg" />
-      
-              {/* Social Profiles (using JSON-LD Schema) */}
-              <script type="application/ld+json">
-                {`
+        {/* Page Title and Meta Description */}
+        <title>Artificial Intelligence | Custom AI Solutions by WDI</title>
+        <meta
+          name="description"
+          content="Discover how WDI builds tailored AI solutions that drive automation, insights, and competitive edge for businesses through smart digital systems."
+        />
+
+        {/* Canonical Link */}
+        <link
+          rel="canonical"
+          href="https://www.wdipl.com/artificial-intelligence"
+        />
+
+        {/* Open Graph Tags (for Facebook, LinkedIn) */}
+        <meta
+          property="og:title"
+          content="Artificial Intelligence | Custom AI Solutions by WDI"
+        />
+        <meta
+          property="og:description"
+          content="Discover how WDI builds tailored AI solutions that drive automation, insights, and competitive edge for businesses through smart digital systems."
+        />
+        <meta property="og:url" content="https://www.wdipl.com/services" />
+        <meta property="og:type" content="website" />
+        <meta
+          property="og:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
+
+        {/* Twitter Card Tags */}
+        <meta name="twitter:card" content="summary_large_image" />
+        <meta
+          name="twitter:title"
+          content="Artificial Intelligence | Custom AI Solutions by WDI"
+        />
+        <meta
+          name="twitter:description"
+          content="Discover how WDI builds tailored AI solutions that drive automation, insights, and competitive edge for businesses through smart digital systems."
+        />
+        <meta
+          name="twitter:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
+
+        {/* Social Profiles (using JSON-LD Schema) */}
+        <script type="application/ld+json">
+          {`
                               {
                                 "@context": "https://schema.org",
                                 "@type": "Organization",
@@ -76,8 +91,8 @@ const HeroWithCTA = () => {
                                 ]
                               }
                             `}
-              </script>
-            </Helmet>
+        </script>
+      </Helmet>
       <div className="container mx-auto px-6 lg:px-8">
         <div className="grid lg:grid-cols-2 gap-16 items-center min-h-[90vh]">
           <motion.div
@@ -106,9 +121,9 @@ const HeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Transform your business with cutting-edge artificial
-                intelligence solutions that drive automation, insights, and
-                competitive advantage.
+                Transform your business with cutting‑edge AI mobile app
+                development and artificial intelligence solutions that drive
+                automation, insights, and competitive advantage.
               </p>
             </div>
 
@@ -232,8 +247,9 @@ const HorizontalTagScroller = () => {
             <span className="text-white"> We Master</span>
           </h2>
           <p className="text-xl text-gray-300 max-w-4xl leading-relaxed">
-            Cutting-edge artificial intelligence technologies that power
-            next-generation business solutions.
+            Cutting‑edge artificial intelligence technologies that power
+            next‑generation business solutions and AI‑powered features for
+            modern mobile and web applications.
           </p>
         </motion.div>
 
@@ -360,7 +376,8 @@ const SideBySideContentWithIcons = () => {
           </h2>
 
           <p className="text-xl text-gray-300 leading-relaxed">
-            Leading AI innovation with proven results and expertise.
+            Leading AI innovation with proven results and expertise in
+            AI‑powered mobile and web development for modern businesses.
           </p>
         </motion.div>
 
@@ -465,8 +482,9 @@ const TabbedServiceDisplay = () => {
             AI Services & Solutions
           </h2>
           <p className="text-lg text-gray-300 max-w-4xl leading-relaxed">
-            Comprehensive artificial intelligence services designed to transform
-            your business operations and drive innovation.
+            Comprehensive artificial intelligence services, including AI mobile
+            app development and AI‑powered features, designed to transform your
+            business operations and drive innovation.
           </p>
         </motion.div>
 
@@ -556,7 +574,8 @@ const InlineCTA = () => {
             {/* Subtitle */}
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl">
               Unlock the power of artificial intelligence to automate processes,
-              gain insights, and drive competitive advantage.
+              gain insights, and drive competitive advantage with AI‑powered
+              mobile and web solutions.
             </p>
 
             {/* CTA Button */}
@@ -637,8 +656,7 @@ const HireDevelopersSection = () => {
             <span className="text-[#E5195E]">AI Specialists</span>
           </h2>
           <p className="text-xl text-gray-300 max-w-4xl leading-relaxed">
-            Get access to expert AI professionals who build intelligent
-            solutions that drive business transformation.
+            Get access to expert AI professionals and AI mobile application developers who build intelligent solutions that drive business transformation.
           </p>
         </motion.div>
 
@@ -728,27 +746,27 @@ const aiServicesFAQs = [
   {
     question: "What types of AI solutions can WDI develop?",
     answer:
-      "We develop a wide range of AI solutions including machine learning models, natural language processing systems, computer vision applications, predictive analytics, chatbots, and recommendation engines tailored to your business needs.",
+      "We develop a wide range of AI solutions, including machine learning models, natural language processing systems, computer vision applications, predictive analytics, chatbots, and recommendation engines tailored to your business needs and AI mobile app development requirements.",
   },
   {
     question: "How do you ensure AI models are accurate and reliable?",
     answer:
-      "We follow rigorous testing methodologies, use cross-validation techniques, implement continuous monitoring, and employ best practices in data quality management to ensure our AI models deliver accurate and reliable results.",
+      "We follow rigorous testing methodologies, use cross‑validation techniques, implement continuous monitoring, and employ best practices in data quality management to ensure our AI models deliver accurate and reliable results for your AI‑powered applications.",
   },
   {
     question: "Can you integrate AI into our existing software systems?",
     answer:
-      "Yes, we specialize in seamlessly integrating AI capabilities into existing systems through APIs, microservices architecture, and custom integration solutions that work with your current technology stack.",
+      "Yes, we specialize in seamlessly integrating AI capabilities into existing systems through APIs, microservices architecture, and custom integration solutions that work with your current technology stack and support AI‑powered design.",
   },
   {
     question: "What is your approach to data privacy and AI ethics?",
     answer:
-      "We prioritize data privacy and ethical AI practices by implementing secure data handling, ensuring model transparency, addressing bias issues, and following industry standards and regulations like GDPR and AI governance frameworks.",
+      "We prioritize data privacy and ethical AI practices by implementing secure data handling, ensuring model transparency, addressing bias issues, and following industry standards and regulations like GDPR and AI governance frameworks for responsible AI solutions.",
   },
   {
     question: "How long does it take to develop and deploy an AI solution?",
     answer:
-      "Development timelines vary based on complexity, but typically range from 3-6 months for custom AI solutions. We provide detailed project timelines during the planning phase and follow agile methodologies for faster delivery.",
+      "Development timelines vary based on complexity, but typically range from 3–6 months for custom AI solutions. We provide detailed project timelines during the planning phase and follow agile methodologies for faster delivery of AI‑powered features.",
   },
 ];
 
@@ -765,7 +783,7 @@ export function ArtificialIntelligenceServices() {
       <HireDevelopersSection />
       <FAQSection
         title="AI Services Questions"
-        subtitle="Get answers to common questions about our artificial intelligence services."
+        subtitle="Get answers to common questions about our artificial intelligence services and AI‑powered features."
         faqs={aiServicesFAQs}
       />
       {/* <Footer /> */}
diff --git a/pages/ClickablePrototypes.tsx b/pages/ClickablePrototypes.tsx
index 91c99ab..0624505 100644
--- a/pages/ClickablePrototypes.tsx
+++ b/pages/ClickablePrototypes.tsx
@@ -59,26 +59,41 @@ const PrototypesHeroWithCTA = () => {
         />
 
         {/* Canonical Link */}
-        <link rel="canonical" href="https://www.wdipl.com/services/clickable-prototypes" />
+        <link
+          rel="canonical"
+          href="https://www.wdipl.com/services/clickable-prototypes"
+        />
 
         {/* Open Graph Tags (for Facebook, LinkedIn) */}
-        <meta property="og:title" content="Prototypes | Mobile App Development Visualization | WDI" />
+        <meta
+          property="og:title"
+          content="Prototypes | Mobile App Development Visualization | WDI"
+        />
         <meta
           property="og:description"
           content="Test your mobile app idea with WDI’s interactive prototypes. Validate user flows and gather insights before full-scale mobile development begins."
         />
         <meta property="og:url" content="https://www.wdipl.com/services" />
         <meta property="og:type" content="website" />
-        <meta property="og:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          property="og:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Twitter Card Tags */}
         <meta name="twitter:card" content="summary_large_image" />
-        <meta name="twitter:title" content="Prototypes | Mobile App Development Visualization | WDI" />
+        <meta
+          name="twitter:title"
+          content="Prototypes | Mobile App Development Visualization | WDI"
+        />
         <meta
           name="twitter:description"
           content="Test your mobile app idea with WDI’s interactive prototypes. Validate user flows and gather insights before full-scale mobile development begins."
         />
-        <meta name="twitter:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          name="twitter:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Social Profiles (using JSON-LD Schema) */}
         <script type="application/ld+json">
@@ -119,12 +134,13 @@ const PrototypesHeroWithCTA = () => {
             {/* Main Heading */}
             <div className="space-y-6">
               <h1 className="text-4xl md:text-5xl lg:text-6xl font-semibold text-white leading-tight">
-                Interactive Clickable Prototypes
+                Create Exceptional User Experiences with Research-Driven Design
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Visualize and test your digital product idea before development,
-                ensuring flawless user flows and gathering invaluable feedback.
+                Design solutions that not only look great but also drive
+                conversion and user engagement through AI-powered design and AI
+                mobile app thinking.
               </p>
             </div>
 
@@ -433,6 +449,11 @@ const PrototypeBenefits = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Why Prototype Before You Build?
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Test clickable prototypes early to perfect user flows, catch design
+            flaws, and gather stakeholder feedback, saving costs before full AI
+            mobile application development and web development.
+          </p>
         </motion.div>
 
         <motion.div
@@ -524,6 +545,12 @@ const PrototypingProcess = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Process for Bringing Your Idea to Life
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            We turn your vision into reality with clickable prototypes,
+            intuitive user flows, and continuous user feedback to shape an AI
+            mobile app or web product users truly love, built by an experienced
+            AI app development company.
+          </p>
         </motion.div>
 
         <div className="relative">
@@ -678,6 +705,12 @@ const PrototypingServices = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Our Specialized Prototyping Capabilities
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Advanced clickable prototypes for seamless user flows, rapid user
+            feedback loops, and polished interactive prototypes tailored to your
+            AI mobile app, iOS mobile app development, and web development
+            roadmap.{" "}
+          </p>
         </motion.div>
 
         <motion.div
@@ -836,8 +869,10 @@ const PrototypingTools = () => {
             Prototyping Tools We Use
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
-            Utilizing industry-leading tools to create realistic and testable
-            prototypes.
+            Utilizing industry‑leading tools like Figma, ProtoPie, and Proto.io
+            to create realistic, interactive and testable clickable prototypes
+            that reflect true user interactions for AI mobile app and AI iOS
+            development projects.
           </p>
         </motion.div>
 
@@ -849,40 +884,41 @@ const PrototypingTools = () => {
           className="grid grid-cols-2 md:grid-cols-3 lg:grid-cols-6 gap-6"
         >
           {tools.map((tech, index) => {
-              const IconComponent = tech.icon;
-              const colorClasses = {
-                blue: "bg-blue-500/20 text-blue-400 border-blue-500/30",
-                orange: "bg-orange-500/20 text-orange-400 border-orange-500/30",
-                green: "bg-green-500/20 text-green-400 border-green-500/30",
-                red: "bg-red-500/20 text-red-400 border-red-500/30",
-              };
+            const IconComponent = tech.icon;
+            const colorClasses = {
+              blue: "bg-blue-500/20 text-blue-400 border-blue-500/30",
+              orange: "bg-orange-500/20 text-orange-400 border-orange-500/30",
+              green: "bg-green-500/20 text-green-400 border-green-500/30",
+              red: "bg-red-500/20 text-red-400 border-red-500/30",
+            };
 
-              return (
-                <motion.div
-                  key={index}
-                  initial={{ opacity: 0, y: 20 }}
-                  whileInView={{ opacity: 1, y: 0 }}
-                  transition={{ duration: 0.5, delay: index * 0.01 }}
-                  viewport={{ once: true }}
-                  whileHover={{ y: -5, scale: 1.05 }}
-                  className="group"
-                >
-                  <Card className="bg-gray-900/50 backdrop-blur-md border-gray-800 hover:border-accent/30 transition-all duration-300 shadow-lg hover:shadow-xl rounded-2xl p-4 text-center">
-                    <div
-                      className={`w-12 h-12 rounded-lg flex items-center justify-center mx-auto mb-3 ${colorClasses[tech.color as keyof typeof colorClasses] ||
-                        "bg-accent/20 text-accent border-accent/30"
-                        }`}
-                    >
-                      <IconComponent className="w-6 h-6" />
-                    </div>
-                    <h4 className="font-semibold text-white text-sm mb-1">
-                      {tech.name}
-                    </h4>
-                    <p className="text-xs text-gray-400">{tech.category}</p>
-                  </Card>
-                </motion.div>
-              );
-            })}
+            return (
+              <motion.div
+                key={index}
+                initial={{ opacity: 0, y: 20 }}
+                whileInView={{ opacity: 1, y: 0 }}
+                transition={{ duration: 0.5, delay: index * 0.01 }}
+                viewport={{ once: true }}
+                whileHover={{ y: -5, scale: 1.05 }}
+                className="group"
+              >
+                <Card className="bg-gray-900/50 backdrop-blur-md border-gray-800 hover:border-accent/30 transition-all duration-300 shadow-lg hover:shadow-xl rounded-2xl p-4 text-center">
+                  <div
+                    className={`w-12 h-12 rounded-lg flex items-center justify-center mx-auto mb-3 ${
+                      colorClasses[tech.color as keyof typeof colorClasses] ||
+                      "bg-accent/20 text-accent border-accent/30"
+                    }`}
+                  >
+                    <IconComponent className="w-6 h-6" />
+                  </div>
+                  <h4 className="font-semibold text-white text-sm mb-1">
+                    {tech.name}
+                  </h4>
+                  <p className="text-xs text-gray-400">{tech.category}</p>
+                </Card>
+              </motion.div>
+            );
+          })}
         </motion.div>
       </div>
     </section>
@@ -940,6 +976,12 @@ const PrototypingCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-8">
             Prototypes That Led to Successful Products
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Clickable prototypes transformed Dyson vacuums, Apple iPhones, and
+            Super Soakers into billion‑dollar successes through perfected user
+            flows and feedback, much like a modern AI mobile app or iOS mobile
+            app development project would.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1171,8 +1213,9 @@ const HirePrototypeDesigners = () => {
             Need Expertise in Interactive Prototyping?
           </h2>
           <p className="text-xl text-gray-300 max-w-3xl mx-auto leading-relaxed">
-            Our designers specialize in creating realistic and testable
-            prototypes for web and mobile applications.
+            Our AI mobile application developers and designers specialize in
+            clickable prototypes and realistic, testable user flows for AI
+            mobile app, iOS mobile app development, and web development
           </p>
         </motion.div>
 
@@ -1237,8 +1280,11 @@ const HirePrototypeDesigners = () => {
           className="text-center space-y-6"
         >
           <div className="flex flex-col sm:flex-row gap-4 justify-center">
-            <ShimmerButton className="text-lg px-8 py-4"
-              onClick={() => navigate("/hire-talent/clickable-prototypes-developers")}
+            <ShimmerButton
+              className="text-lg px-8 py-4"
+              onClick={() =>
+                navigate("/hire-talent/clickable-prototypes-developers")
+              }
             >
               <div className="inline-flex items-center gap-2">
                 <Users className="w-5 h-5 flex-shrink-0" />
@@ -1376,8 +1422,10 @@ const PrototypingFinalCTA = () => {
             viewport={{ once: true }}
             className="text-xl text-muted-foreground mb-12 max-w-2xl mx-auto leading-relaxed"
           >
-            Reduce risk and ensure product-market fit by visualizing and testing
-            your ideas before coding begins.
+            Reduce risk and ensure product‑market fit by visualizing and testing
+            clickable prototypes, refining user flows, and collecting user
+            feedback before full AI mobile app development, AI iOS development,
+            or web development begins.
           </motion.p>
 
           <motion.div
@@ -1471,9 +1519,7 @@ export const ClickablePrototypes = () => {
       </section>
 
       {/* Footer */}
-      <section className="bg-background">
-        {/* <Footer /> */}
-      </section>
+      <section className="bg-background">{/* <Footer /> */}</section>
     </div>
   );
 };
diff --git a/pages/DesignThinkingWorkshops.tsx b/pages/DesignThinkingWorkshops.tsx
index 6f4df8f..af72ac9 100644
--- a/pages/DesignThinkingWorkshops.tsx
+++ b/pages/DesignThinkingWorkshops.tsx
@@ -59,26 +59,41 @@ const WorkshopsHeroWithCTA = () => {
         />
 
         {/* Canonical Link */}
-        <link rel="canonical" href="https://www.wdipl.com/services/design-thinking-workshops" />
+        <link
+          rel="canonical"
+          href="https://www.wdipl.com/services/design-thinking-workshops"
+        />
 
         {/* Open Graph Tags (for Facebook, LinkedIn) */}
-        <meta property="og:title" content="Design Thinking Workshop | Web Development Strategy" />
+        <meta
+          property="og:title"
+          content="Design Thinking Workshop | Web Development Strategy"
+        />
         <meta
           property="og:description"
           content="Join WDI’s interactive workshops to shape your web development strategy. Solve business challenges through design thinking and user-focused planning."
         />
         <meta property="og:url" content="https://www.wdipl.com/services" />
         <meta property="og:type" content="website" />
-        <meta property="og:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          property="og:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Twitter Card Tags */}
         <meta name="twitter:card" content="summary_large_image" />
-        <meta name="twitter:title" content="Design Thinking Workshop | Web Development Strategy" />
+        <meta
+          name="twitter:title"
+          content="Design Thinking Workshop | Web Development Strategy"
+        />
         <meta
           name="twitter:description"
           content="Join WDI’s interactive workshops to shape your web development strategy. Solve business challenges through design thinking and user-focused planning."
         />
-        <meta name="twitter:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          name="twitter:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Social Profiles (using JSON-LD Schema) */}
         <script type="application/ld+json">
@@ -123,9 +138,10 @@ const WorkshopsHeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Unlock innovation and problem-solve effectively with WDI's
-                facilitated design thinking workshops, tailored to your business
-                challenges.
+                Unlock innovation and problem‑solve effectively with WDI’s
+                AI‑powered design thinking workshops, tailored to your business
+                challenges and aligned with your AI mobile app, web development,
+                and AI iOS development goals.
               </p>
             </div>
 
@@ -483,6 +499,12 @@ const WorkshopBenefits = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Why Facilitate Innovation with Design Thinking?
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Design thinking aligns innovation with real user needs, enabling
+            AI-powered design, AI mobile app, and web development teams to
+            prototype faster, reduce risk, and deliver truly human‑centered
+            products.
+          </p>
         </motion.div>
 
         <motion.div
@@ -587,9 +609,11 @@ const DesignThinkingApproach = () => {
             <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
               WDI's Facilitated Design Thinking Journey
             </h2>
-            <p className="text-xl text-gray-300 leading-relaxed mb-8">
-              Our expert facilitators guide your team through every step,
-              ensuring clear objectives and actionable results.
+            <p className="mt-4 text-gray-400 leading-relaxed mb-8">
+              Our expert facilitators guide your team through every step with
+              AI‑powered design, turning challenges in AI mobile app, web
+              development, and AI iOS development into clear objectives and
+              actionable results.
             </p>
             <div className="flex items-center gap-4">
               <div className="w-12 h-12 bg-accent/20 rounded-lg flex items-center justify-center">
@@ -763,6 +787,12 @@ const WorkshopFormats = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Tailored Workshops for Your Specific Needs
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Custom‑designed Interactive Design Thinking Workshops aligned with
+            your AI mobile app, web development, and AI iOS development goals,
+            so your team builds AI‑powered features and products with clear,
+            user‑centered outcomes.
+          </p>
         </motion.div>
 
         <motion.div
@@ -956,6 +986,12 @@ const WorkshopCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Success Stories from Our Workshops
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Real‑world results from WDI’s Interactive Design Thinking Workshops
+            helping teams ship better AI mobile app experiences, AI‑powered
+            features, and web development products through focused, AI‑powered
+            design thinking sprints.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1192,7 +1228,8 @@ const HireFacilitators = () => {
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
             Our senior UX strategists and design thinking facilitators can guide
-            your team to actionable outcomes.
+            your team to actionable outcomes for AI‑powered design, AI mobile
+            app, iOS mobile app development, and web development initiatives.
           </p>
         </motion.div>
 
@@ -1257,8 +1294,11 @@ const HireFacilitators = () => {
           className="text-center space-y-6"
         >
           <div className="flex flex-col sm:flex-row gap-4 justify-center">
-            <ShimmerButton className="text-lg px-8 py-4"
-              onClick={() => navigate("/hire-talent/design-thinking-workshops-developers")}
+            <ShimmerButton
+              className="text-lg px-8 py-4"
+              onClick={() =>
+                navigate("/hire-talent/design-thinking-workshops-developers")
+              }
             >
               <div className="inline-flex items-center gap-2">
                 <UserPlus className="w-5 h-5 flex-shrink-0" />
@@ -1395,8 +1435,10 @@ const WorkshopFinalCTA = () => {
             viewport={{ once: true }}
             className="text-xl text-muted-foreground mb-12 max-w-2xl mx-auto leading-relaxed"
           >
-            Harness the power of Design Thinking to create user-centric
-            solutions and drive meaningful business results.
+            Harness the power of Design Thinking and AI‑powered design to create
+            AI mobile app‑ready, user‑centric solutions that drive meaningful
+            business results across web development and iOS mobile app
+            development.
           </motion.p>
 
           <motion.div
@@ -1491,9 +1533,7 @@ export const DesignThinkingWorkshops = () => {
       </section>
 
       {/* Footer */}
-      <section className="bg-background">
-        {/* <Footer /> */}
-      </section>
+      <section className="bg-background">{/* <Footer /> */}</section>
     </div>
   );
 };
diff --git a/pages/GenAIIntegrationDigitalProducts.tsx b/pages/GenAIIntegrationDigitalProducts.tsx
index 456e986..17043ad 100644
--- a/pages/GenAIIntegrationDigitalProducts.tsx
+++ b/pages/GenAIIntegrationDigitalProducts.tsx
@@ -122,9 +122,7 @@ const GenAIIntegrationHeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Infuse your applications with the power of Generative AI,
-                enabling dynamic content creation, intelligent code generation,
-                and hyper-personalized user experiences.
+                Infuse your applications with the power of Generative AI, enabling dynamic content creation, intelligent code generation, and hyper‑personalized user experiences through AI‑powered mobile and web solutions.
               </p>
             </div>
 
@@ -503,6 +501,9 @@ const GenAIIntegrationBenefits = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Unlock New Dimensions with Generative AI
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Unleash creative, intelligent, and highly personalized experiences in your digital products with Generative AI‑powered features.
+          </p>
         </motion.div>
 
         <motion.div
@@ -638,6 +639,9 @@ const GenAIIntegrationProcess = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Our Strategic Path to Embedding Generative AI
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A focused roadmap to integrate Generative AI into your mobile and web products and unlock AI‑driven creativity and automation.
+          </p>
         </motion.div>
 
         <div className="relative">
@@ -792,6 +796,9 @@ const GenAIIntegrationServices = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Specialized Generative AI Integration Solutions
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Specialized Generative AI integration that embeds smart, creative, and scalable AI features into your existing digital products.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1083,6 +1090,9 @@ const GenAICaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Digital Products Reimagined with Generative AI
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Where Generative AI turns your existing products into dynamic, AI‑powered digital experiences.
+          </p>
         </motion.div>
 
         <motion.div
@@ -1208,8 +1218,7 @@ const GenAIInlineCTA = () => {
             </h2>
 
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl mx-auto">
-              Let's unlock the creative and functional potential of Generative
-              AI for your applications.
+              Let’s unlock the creative and functional potential of Generative AI to reimagine your apps and workflows.
             </p>
 
             <ShimmerButton
@@ -1319,9 +1328,7 @@ const HireGenAISpecialists = () => {
             Access Expert Generative AI Engineers
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
-            Hire our data scientists and developers specialized in prompt
-            engineering, model fine-tuning, and integrating large language
-            models.
+            Hire our data scientists and developers who specialize in prompt engineering, model fine‑tuning, and large‑language‑model integration.
           </p>
         </motion.div>
 
@@ -1415,23 +1422,23 @@ const GenAIFAQs = () => {
     {
       question: "What are the ethical considerations for using Generative AI?",
       answer:
-        "Ethical GenAI implementation involves several key considerations: bias prevention and mitigation, ensuring diverse training data, implementing content filtering and safety measures, maintaining transparency about AI-generated content, respecting intellectual property rights, protecting user privacy, and establishing clear guidelines for AI use. We work with you to develop comprehensive AI ethics policies, implement bias detection systems, create content moderation workflows, and ensure compliance with emerging AI regulations while maintaining responsible AI practices throughout the development lifecycle.",
+        "Ethical GenAI implementation involves several key considerations: bias prevention and mitigation, ensuring diverse training data, implementing content filtering and safety measures, maintaining transparency about AI‑generated content, respecting intellectual property rights, protecting user privacy, and establishing clear guidelines for AI use. We work with you to develop comprehensive AI ethics policies, implement bias detection systems, create content moderation workflows, and ensure compliance with emerging AI regulations while maintaining responsible AI practices throughout the development lifecycle and AI‑powered digital products.",
     },
     {
       question:
         "How do you ensure the accuracy and safety of AI-generated content?",
       answer:
-        "We implement multi-layered content validation systems including automated fact-checking, human review processes, confidence scoring, and real-time monitoring. Our approach includes prompt engineering for consistent outputs, implementing guardrails and safety filters, creating feedback loops for continuous improvement, and establishing clear escalation procedures for problematic content. We also use techniques like retrieval-augmented generation (RAG) to ground AI responses in verified information sources and implement version control for prompt templates to maintain quality standards.",
+        "We implement multi‑layered content validation systems including automated fact‑checking, human review processes, confidence scoring, and real‑time monitoring. Our approach includes prompt engineering for consistent outputs, implementing guardrails and safety filters, creating feedback loops for continuous improvement, and establishing clear escalation procedures for problematic content. We also use techniques like retrieval‑augmented generation (RAG) to ground AI responses in verified information sources and implement version control for prompt templates, all designed to keep your AI‑powered applications accurate and safe.",
     },
     {
       question: "Can GenAI be customized with our own data?",
       answer:
-        "Yes, GenAI can be extensively customized with your proprietary data through several approaches: fine-tuning models on your specific domain data, implementing retrieval-augmented generation (RAG) to access your knowledge base, creating custom prompt templates reflecting your brand voice, and developing domain-specific model variants. We ensure data privacy through secure training environments, implement data anonymization when needed, and can deploy models on-premises or in private cloud environments. The customization level depends on your specific use case, data volume, and privacy requirements.",
+        "Yes, GenAI can be extensively customized with your proprietary data through several approaches: fine‑tuning models on your specific domain data, implementing retrieval‑augmented generation (RAG) to access your knowledge base, creating custom prompt templates reflecting your brand voice, and developing domain‑specific model variants. We ensure data privacy through secure training environments, implement data anonymization when needed, and can deploy models on‑premises or in private cloud environments. The customization level depends on your specific use case, data volume, and privacy requirements, and it directly supports AI‑driven mobile and web experiences.",
     },
     {
       question: "What's the typical cost for GenAI integration?",
       answer:
-        "GenAI integration costs vary based on several factors: the complexity of use cases, volume of API calls, model selection (GPT-4 vs. open-source models), level of customization required, and infrastructure needs. Costs typically include API usage fees, development time, fine-tuning expenses, and ongoing monitoring. We help optimize costs through efficient prompt engineering, model selection strategies, caching mechanisms, and usage optimization. We provide detailed cost projections during the planning phase and implement cost monitoring to ensure budget alignment throughout the project lifecycle.",
+        "GenAI integration costs vary based on several factors: the complexity of use cases, volume of API calls, model selection (GPT‑4 vs. open‑source models), level of customization required, and infrastructure needs. Costs typically include API usage fees, development time, fine‑tuning expenses, and ongoing monitoring. We help optimize costs through efficient prompt engineering, model selection strategies, caching mechanisms, and usage optimization. We provide detailed cost projections during the planning phase and implement cost monitoring to ensure budget alignment throughout the project lifecycle for AI‑powered product development.",
     },
   ];
 
@@ -1523,8 +1530,7 @@ const GenAIFinalCTA = () => {
             viewport={{ once: true }}
             className="text-xl text-muted-foreground mb-12 max-w-2xl mx-auto leading-relaxed"
           >
-            Transform your products with dynamic content generation, smart
-            automation, and unparalleled personalization.
+            Transform your products with dynamic content generation, smart automation, and unparalleled personalization through AI‑powered mobile and web experiences.
           </motion.p>
 
           <motion.div
diff --git a/pages/MachineLearning.tsx b/pages/MachineLearning.tsx
index 4937b09..c622d12 100644
--- a/pages/MachineLearning.tsx
+++ b/pages/MachineLearning.tsx
@@ -102,7 +102,7 @@ const HeroWithCTA = () => {
               </h1>
 
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Harness the power of machine learning to predict outcomes, automate decisions, and unlock valuable insights from your data.
+                Harness the power of machine learning to predict outcomes, automate decisions, and unlock data‑driven insights with scalable, AI‑powered predictive analytics and decision‑automation solutions.
               </p>
             </div>
 
@@ -201,7 +201,7 @@ const HorizontalTagScroller = () => {
             <span className="text-white"> We Master</span>
           </h2>
           <p className="text-xl text-gray-300 max-w-4xl leading-relaxed">
-            Cutting-edge machine learning methodologies that deliver accurate predictions and intelligent automation.
+            Cutting‑edge machine learning methodologies that deliver accurate predictions, intelligent automation, and scalable AI‑driven analytics across high‑impact use cases.
           </p>
         </motion.div>
 
@@ -321,7 +321,7 @@ const SideBySideContentWithIcons = () => {
           </h2>
 
           <p className="text-xl text-gray-300 leading-relaxed">
-            Advanced ML capabilities with proven results and enterprise-grade deployment.
+           Advanced ML capabilities with proven business outcomes, production‑ready AI models, and enterprise‑grade deployment and MLOps for scalable, secure machine learning solutions.
           </p>
         </motion.div>
 
@@ -421,7 +421,7 @@ const TabbedServiceDisplay = () => {
             Machine Learning Services
           </h2>
           <p className="text-lg text-gray-300 max-w-4xl leading-relaxed">
-            Comprehensive machine learning solutions that turn your data into competitive advantage.
+            Comprehensive machine learning solutions that turn your data into actionable insights, predictive intelligence, and competitive advantage with scalable, AI‑driven ML models.
           </p>
         </motion.div>
 
@@ -508,7 +508,7 @@ const InlineCTA = () => {
 
             {/* Subtitle */}
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl">
-              Transform your data into predictive intelligence that drives smarter business decisions and competitive advantage.
+             Transform your data into predictive intelligence that drives smarter business decisions, AI‑driven automation, and measurable competitive advantage.
             </p>
 
             {/* CTA Button */}
@@ -588,7 +588,7 @@ const HireDevelopersSection = () => {
             <span className="text-[#E5195E]">ML Specialists</span>
           </h2>
           <p className="text-xl text-gray-300 max-w-4xl leading-relaxed">
-            Get access to expert machine learning professionals who build predictive models that drive business value.
+            Get access to expert machine learning professionals who design, build, and deploy predictive models that drive measurable business value and scalable AI‑driven outcomes.
           </p>
         </motion.div>
 
@@ -669,23 +669,23 @@ const HireDevelopersSection = () => {
 const machineLearningFAQs = [
   {
     question: "What types of machine learning models can you develop?",
-    answer: "We develop various ML models including supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), reinforcement learning, and deep learning models using frameworks like TensorFlow and PyTorch."
+    answer: "We develop various machine learning models including supervised learning (classification, regression), unsupervised learning (clustering, dimensionality reduction), reinforcement learning, and deep learning models using frameworks like TensorFlow and PyTorch."
   },
   {
     question: "How do you ensure the accuracy of machine learning models?",
-    answer: "We use rigorous validation techniques including cross-validation, train-test-validation splits, A/B testing, and continuous monitoring. We also implement feature engineering, hyperparameter tuning, and ensemble methods to maximize accuracy."
+    answer: "We use rigorous validation techniques including cross‑validation, train‑test‑validation splits, A/B testing, and continuous monitoring. We also implement feature engineering, hyperparameter tuning, and ensemble methods to maximize machine learning model accuracy and ensure reliable, production‑grade predictions."
   },
   {
     question: "Can you integrate ML models into our existing systems?",
-    answer: "Yes, we specialize in ML model deployment and integration. We can deploy models as REST APIs, batch processing systems, real-time streaming solutions, or embed them directly into your applications using various deployment strategies."
+    answer: "Yes. We specialize in ML model deployment and integration into your existing infrastructure. We can deploy models as REST APIs, batch processing systems, real‑time streaming solutions, or embed them directly into your applications using cloud, on‑premise, or hybrid deployment strategies."
   },
   {
     question: "How do you handle data quality and preprocessing?",
-    answer: "We implement comprehensive data pipelines that include data cleaning, normalization, feature engineering, handling missing values, outlier detection, and data validation to ensure your ML models work with high-quality, reliable data."
+    answer: "We implement comprehensive data pipelines that include data cleaning, normalization, feature engineering, handling missing values, outlier detection, and data validation to ensure your machine learning models work with high‑quality, reliable, and consistent data."
   },
   {
     question: "What is your approach to MLOps and model maintenance?",
-    answer: "We follow MLOps best practices including version control for models and data, automated testing, continuous integration/deployment, model monitoring, performance tracking, and automated retraining to ensure models remain accurate over time."
+    answer: "We follow MLOps best practices including version control for models and data, automated testing, continuous integration and deployment, model monitoring, performance tracking, and automated retraining workflows to ensure models remain accurate, robust, and production‑ready over time."
   }
 ];
 
diff --git a/pages/UserResearchTesting.tsx b/pages/UserResearchTesting.tsx
index ef3cf57..51de735 100644
--- a/pages/UserResearchTesting.tsx
+++ b/pages/UserResearchTesting.tsx
@@ -6,7 +6,8 @@ import {
   Brain,
   Compass,
   DollarSign,
-  Eye, FileText,
+  Eye,
+  FileText,
   GitBranch,
   GitPullRequest,
   Grid,
@@ -27,12 +28,17 @@ import {
   UserCheck,
   UserPlus,
   Users,
-  Video
+  Video,
 } from "lucide-react";
 import { ImageWithFallback } from "../components/figma/ImageWithFallback";
 import { Footer } from "../components/Footer";
 import { Navigation } from "../components/Navigation";
-import { Accordion, AccordionContent, AccordionItem, AccordionTrigger } from "../components/ui/accordion";
+import {
+  Accordion,
+  AccordionContent,
+  AccordionItem,
+  AccordionTrigger,
+} from "../components/ui/accordion";
 import { Badge } from "../components/ui/badge";
 import { Button } from "../components/ui/button";
 import { Card, CardContent } from "../components/ui/card";
@@ -54,26 +60,41 @@ const ResearchHeroWithCTA = () => {
         />
 
         {/* Canonical Link */}
-        <link rel="canonical" href="https://www.wdipl.com/services/user-research-testing" />
+        <link
+          rel="canonical"
+          href="https://www.wdipl.com/services/user-research-testing"
+        />
 
         {/* Open Graph Tags (for Facebook, LinkedIn) */}
-        <meta property="og:title" content="User Research & Testing | Software Development Insights" />
+        <meta
+          property="og:title"
+          content="User Research & Testing | Software Development Insights"
+        />
         <meta
           property="og:description"
           content="WDI delivers user research that fuels smarter software development. Understand behavior and needs to create user-centric digital experiences."
         />
         <meta property="og:url" content="https://www.wdipl.com/services" />
         <meta property="og:type" content="website" />
-        <meta property="og:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          property="og:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Twitter Card Tags */}
         <meta name="twitter:card" content="summary_large_image" />
-        <meta name="twitter:title" content="User Research & Testing | Software Development Insights" />
+        <meta
+          name="twitter:title"
+          content="User Research & Testing | Software Development Insights"
+        />
         <meta
           name="twitter:description"
           content="WDI delivers user research that fuels smarter software development. Understand behavior and needs to create user-centric digital experiences."
         />
-        <meta name="twitter:image" content="https://www.wdipl.com/your-preview-image.jpg" />
+        <meta
+          name="twitter:image"
+          content="https://www.wdipl.com/your-preview-image.jpg"
+        />
 
         {/* Social Profiles (using JSON-LD Schema) */}
         <script type="application/ld+json">
@@ -106,7 +127,9 @@ const ResearchHeroWithCTA = () => {
               animate={{ opacity: 1, y: 0 }}
               transition={{ duration: 0.6 }}
             >
-              <span className="text-white/70 text-sm font-medium">Design & Experience</span>
+              <span className="text-white/70 text-sm font-medium">
+                Design & Experience
+              </span>
             </motion.div>
 
             {/* Main Heading */}
@@ -114,12 +137,14 @@ const ResearchHeroWithCTA = () => {
               <h1 className="text-4xl md:text-5xl lg:text-6xl font-semibold text-white leading-tight">
                 Comprehensive User Research & Testing
               </h1>
-              
+
               <p className="text-lg text-gray-300 leading-relaxed max-w-lg">
-                Gaining deep insights into user behaviors, needs, and pain points to inform design decisions and build truly user-centric products.
+                Gain deep insights into user behaviors, needs, and pain points
+                through user research and user testing to inform AI‑powered
+                design decisions and build truly user‑centric AI mobile apps.
               </p>
             </div>
-            
+
             {/* CTAs */}
             <motion.div
               initial={{ opacity: 0, y: 20 }}
@@ -127,8 +152,9 @@ const ResearchHeroWithCTA = () => {
               transition={{ duration: 0.8, delay: 0.3 }}
               className="flex flex-col sm:flex-row gap-4"
             >
-              <ShimmerButton className="text-lg px-8 py-4"
-              onClick={() => navigate("/start-a-project")}
+              <ShimmerButton
+                className="text-lg px-8 py-4"
+                onClick={() => navigate("/start-a-project")}
               >
                 <div className="inline-flex items-center gap-2">
                   <Users className="w-5 h-5 flex-shrink-0" />
@@ -147,7 +173,7 @@ const ResearchHeroWithCTA = () => {
               </Button>
             </motion.div>
           </motion.div>
-          
+
           {/* Right side with User Research Visualization */}
           <motion.div
             initial={{ opacity: 0, x: 50 }}
@@ -184,9 +210,11 @@ const ResearchHeroWithCTA = () => {
                         <div className="w-3 h-3 bg-yellow-500 rounded-full"></div>
                         <div className="w-3 h-3 bg-green-500 rounded-full"></div>
                       </div>
-                      <div className="text-xs text-gray-400">User Testing Session</div>
+                      <div className="text-xs text-gray-400">
+                        User Testing Session
+                      </div>
                     </motion.div>
-                    
+
                     {/* User Interface Being Tested */}
                     <div className="space-y-4">
                       {/* Navigation */}
@@ -196,9 +224,11 @@ const ResearchHeroWithCTA = () => {
                         transition={{ duration: 0.6, delay: 1.2 }}
                         className="h-10 bg-gradient-to-r from-accent to-blue-500 rounded-lg flex items-center px-4"
                       >
-                        <div className="text-white text-sm font-medium">Product Interface</div>
+                        <div className="text-white text-sm font-medium">
+                          Product Interface
+                        </div>
                       </motion.div>
-                      
+
                       {/* Interactive Elements Being Tested */}
                       <div className="space-y-3">
                         <motion.div
@@ -211,16 +241,21 @@ const ResearchHeroWithCTA = () => {
                             <Search className="w-3 h-3 text-white" />
                           </div>
                           <div className="flex-1">
-                            <div className="text-white text-xs">Search Function</div>
+                            <div className="text-white text-xs">
+                              Search Function
+                            </div>
                           </div>
                           {/* Click indicator */}
                           <motion.div
-                            animate={{ scale: [1, 1.5, 1], opacity: [1, 0.5, 1] }}
+                            animate={{
+                              scale: [1, 1.5, 1],
+                              opacity: [1, 0.5, 1],
+                            }}
                             transition={{ duration: 2, repeat: Infinity }}
                             className="absolute -top-1 -right-1 w-3 h-3 bg-accent rounded-full"
                           ></motion.div>
                         </motion.div>
-                        
+
                         <motion.div
                           initial={{ opacity: 0, x: -10 }}
                           animate={{ opacity: 1, x: 0 }}
@@ -231,10 +266,12 @@ const ResearchHeroWithCTA = () => {
                             <Settings className="w-3 h-3 text-white" />
                           </div>
                           <div className="flex-1">
-                            <div className="text-white text-xs">User Settings</div>
+                            <div className="text-white text-xs">
+                              User Settings
+                            </div>
                           </div>
                         </motion.div>
-                        
+
                         <motion.div
                           initial={{ opacity: 0, x: -10 }}
                           animate={{ opacity: 1, x: 0 }}
@@ -246,7 +283,7 @@ const ResearchHeroWithCTA = () => {
                       </div>
                     </div>
                   </div>
-                  
+
                   {/* Observer/Researcher */}
                   <motion.div
                     initial={{ opacity: 0, scale: 0.8 }}
@@ -259,7 +296,7 @@ const ResearchHeroWithCTA = () => {
                     </div>
                   </motion.div>
                 </motion.div>
-                
+
                 {/* Research Data Visualizations */}
                 <motion.div
                   initial={{ opacity: 0 }}
@@ -292,7 +329,7 @@ const ResearchHeroWithCTA = () => {
                     ></motion.div>
                   </div>
                 </motion.div>
-                
+
                 {/* Sticky Notes from Interviews */}
                 <motion.div
                   initial={{ opacity: 0, scale: 0 }}
@@ -307,14 +344,18 @@ const ResearchHeroWithCTA = () => {
                       transition={{ duration: 4, repeat: Infinity }}
                       className="w-16 h-16 bg-yellow-300 rounded-lg shadow-lg p-2 text-gray-800 text-xs flex items-center justify-center font-medium transform rotate-2"
                     >
-                      User<br/>Feedback
+                      User
+                      <br />
+                      Feedback
                     </motion.div>
                     <motion.div
                       animate={{ rotate: [-3, 3, -3] }}
                       transition={{ duration: 4, repeat: Infinity, delay: 1 }}
                       className="absolute -top-2 -right-2 w-12 h-12 bg-pink-300 rounded-lg shadow-lg p-2 text-gray-800 text-xs flex items-center justify-center font-medium transform -rotate-3"
                     >
-                      Pain<br/>Point
+                      Pain
+                      <br />
+                      Point
                     </motion.div>
                     <motion.div
                       animate={{ rotate: [1, -1, 1] }}
@@ -326,7 +367,7 @@ const ResearchHeroWithCTA = () => {
                   </div>
                 </motion.div>
               </motion.div>
-              
+
               {/* Research Features */}
               <motion.div
                 initial={{ opacity: 0, y: 30 }}
@@ -334,15 +375,24 @@ const ResearchHeroWithCTA = () => {
                 transition={{ duration: 0.8, delay: 2.6 }}
                 className="flex justify-center gap-4 flex-wrap mt-8"
               >
-                <Badge variant="secondary" className="bg-blue-500/20 text-blue-300 border-blue-500/30">
+                <Badge
+                  variant="secondary"
+                  className="bg-blue-500/20 text-blue-300 border-blue-500/30"
+                >
                   <Eye className="w-3 h-3 mr-1" />
                   Observational
                 </Badge>
-                <Badge variant="secondary" className="bg-green-500/20 text-green-300 border-green-500/30">
+                <Badge
+                  variant="secondary"
+                  className="bg-green-500/20 text-green-300 border-green-500/30"
+                >
                   <BarChart3 className="w-3 h-3 mr-1" />
                   Data-Driven
                 </Badge>
-                <Badge variant="secondary" className="bg-purple-500/20 text-purple-300 border-purple-500/30">
+                <Badge
+                  variant="secondary"
+                  className="bg-purple-500/20 text-purple-300 border-purple-500/30"
+                >
                   <Users className="w-3 h-3 mr-1" />
                   User-Centric
                 </Badge>
@@ -361,33 +411,34 @@ const ResearchBenefits = () => {
     {
       icon: Shield,
       title: "Reduce Development Risk",
-      description: "Build what users actually need, not what you assume."
+      description: "Build what users actually need, not what you assume.",
     },
     {
       icon: Heart,
       title: "Increase User Satisfaction",
-      description: "Create intuitive and enjoyable experiences."
+      description: "Create intuitive and enjoyable experiences.",
     },
     {
       icon: TrendingUp,
       title: "Improve Conversion Rates",
-      description: "Optimize flows based on real user interactions."
+      description: "Optimize flows based on real user interactions.",
     },
     {
       icon: DollarSign,
       title: "Save Costs",
-      description: "Identify usability issues early, avoiding expensive reworks."
+      description:
+        "Identify usability issues early, avoiding expensive reworks.",
     },
     {
       icon: Target,
       title: "Gain Competitive Edge",
-      description: "Develop products that truly stand out in the market."
+      description: "Develop products that truly stand out in the market.",
     },
     {
       icon: Brain,
       title: "Informed Decision Making",
-      description: "Data-driven insights to guide product strategy."
-    }
+      description: "Data-driven insights to guide product strategy.",
+    },
   ];
 
   return (
@@ -403,8 +454,14 @@ const ResearchBenefits = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Why Invest in Understanding Your Users?
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Because deep user research leads to AI‑powered design that truly
+            fits how people behave, reduces costly redesigns, and drives higher
+            engagement and retention across your AI mobile app, web development,
+            and iOS mobile app development products.
+          </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -451,39 +508,46 @@ const ResearchProcess = () => {
   const steps = [
     {
       title: "Define Objectives",
-      description: "Clearly establish research goals and key questions to be answered.",
-      icon: Target
+      description:
+        "Clearly establish research goals and key questions to be answered.",
+      icon: Target,
     },
     {
       title: "Select Methodology",
-      description: "Choose the most appropriate research methods for your specific needs.",
-      icon: Compass
+      description:
+        "Choose the most appropriate research methods for your specific needs.",
+      icon: Compass,
     },
     {
       title: "Recruit Participants",
-      description: "Find and screen participants that represent your target user base.",
-      icon: Users
+      description:
+        "Find and screen participants that represent your target user base.",
+      icon: Users,
     },
     {
       title: "Conduct Research",
-      description: "Execute research sessions using proven methodologies and best practices.",
-      icon: Search
+      description:
+        "Execute research sessions using proven methodologies and best practices.",
+      icon: Search,
     },
     {
       title: "Analyze Findings",
-      description: "Process and synthesize data to extract meaningful insights and patterns.",
-      icon: BarChart3
+      description:
+        "Process and synthesize data to extract meaningful insights and patterns.",
+      icon: BarChart3,
     },
     {
       title: "Deliver Actionable Insights",
-      description: "Present findings in clear, actionable recommendations for your team.",
-      icon: FileText
+      description:
+        "Present findings in clear, actionable recommendations for your team.",
+      icon: FileText,
     },
     {
       title: "Test & Iterate",
-      description: "Validate improvements and continue refining based on ongoing feedback.",
-      icon: RefreshCcw
-    }
+      description:
+        "Validate improvements and continue refining based on ongoing feedback.",
+      icon: RefreshCcw,
+    },
   ];
 
   return (
@@ -499,17 +563,22 @@ const ResearchProcess = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-white mb-6">
             Our Methodical Approach to Uncovering User Insights
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            A structured, research‑driven process that combines user testing
+            with targeted activities to uncover deep insights for your web
+            development products.
+          </p>
         </motion.div>
 
         <div className="relative">
           {/* Timeline line */}
           <div className="absolute left-1/2 transform -translate-x-1/2 h-full w-0.5 bg-gradient-to-b from-accent via-accent/50 to-transparent hidden lg:block"></div>
-          
+
           <div className="space-y-16">
             {steps.map((step, index) => {
               const IconComponent = step.icon;
               const isEven = index % 2 === 0;
-              
+
               return (
                 <motion.div
                   key={index}
@@ -517,15 +586,19 @@ const ResearchProcess = () => {
                   whileInView={{ opacity: 1, x: 0 }}
                   transition={{ duration: 0.8, delay: index * 0.2 }}
                   viewport={{ once: true }}
-                  className={`flex items-center ${isEven ? 'lg:flex-row' : 'lg:flex-row-reverse'} flex-col lg:gap-16 gap-8`}
+                  className={`flex items-center ${isEven ? "lg:flex-row" : "lg:flex-row-reverse"} flex-col lg:gap-16 gap-8`}
                 >
-                  <div className={`flex-1 ${isEven ? 'lg:text-right' : 'lg:text-left'} text-center lg:text-left`}>
+                  <div
+                    className={`flex-1 ${isEven ? "lg:text-right" : "lg:text-left"} text-center lg:text-left`}
+                  >
                     <div className="bg-gray-900/50 backdrop-blur-md rounded-2xl border border-gray-800 p-8 hover:border-accent/30 transition-all duration-300 shadow-lg hover:shadow-xl">
                       <div className="flex items-center gap-4 mb-4 justify-center lg:justify-start">
                         <div className="w-12 h-12 bg-accent/20 rounded-xl flex items-center justify-center">
                           <IconComponent className="w-6 h-6 text-accent" />
                         </div>
-                        <div className="text-2xl font-bold text-accent">0{index + 1}</div>
+                        <div className="text-2xl font-bold text-accent">
+                          0{index + 1}
+                        </div>
                       </div>
                       <h3 className="text-2xl font-semibold text-white mb-4">
                         {step.title}
@@ -535,10 +608,10 @@ const ResearchProcess = () => {
                       </p>
                     </div>
                   </div>
-                  
+
                   {/* Timeline dot */}
                   <div className="w-4 h-4 bg-accent rounded-full border-4 border-black z-10 hidden lg:block"></div>
-                  
+
                   <div className="flex-1 hidden lg:block"></div>
                 </motion.div>
               );
@@ -557,50 +630,90 @@ const ResearchServices = () => {
       title: "Qualitative Research",
       description: "User interviews, focus groups, ethnographic studies.",
       icon: MessageCircle,
-      features: ["User Interviews", "Focus Groups", "Ethnographic Studies", "Contextual Inquiries"]
+      features: [
+        "User Interviews",
+        "Focus Groups",
+        "Ethnographic Studies",
+        "Contextual Inquiries",
+      ],
     },
     {
       title: "Quantitative Research",
       description: "Surveys, analytics review, A/B testing setup.",
       icon: BarChart3,
-      features: ["User Surveys", "Analytics Analysis", "A/B Testing", "Statistical Analysis"]
+      features: [
+        "User Surveys",
+        "Analytics Analysis",
+        "A/B Testing",
+        "Statistical Analysis",
+      ],
     },
     {
       title: "Usability Testing",
       description: "Moderated and unmoderated testing with real users.",
       icon: TestTube,
-      features: ["Moderated Testing", "Unmoderated Testing", "Task Analysis", "Performance Metrics"]
+      features: [
+        "Moderated Testing",
+        "Unmoderated Testing",
+        "Task Analysis",
+        "Performance Metrics",
+      ],
     },
     {
       title: "Persona Development",
       description: "Creating archetypes of your key user segments.",
       icon: UserCheck,
-      features: ["User Personas", "Journey Mapping", "Behavioral Patterns", "Segment Analysis"]
+      features: [
+        "User Personas",
+        "Journey Mapping",
+        "Behavioral Patterns",
+        "Segment Analysis",
+      ],
     },
     {
       title: "User Journey Mapping",
       description: "Visualizing the complete user experience.",
       icon: Route,
-      features: ["Experience Mapping", "Touchpoint Analysis", "Pain Point Identification", "Opportunity Areas"]
+      features: [
+        "Experience Mapping",
+        "Touchpoint Analysis",
+        "Pain Point Identification",
+        "Opportunity Areas",
+      ],
     },
     {
       title: "Competitor Analysis",
       description: "Understanding market benchmarks and user expectations.",
       icon: Target,
-      features: ["Competitive Benchmarking", "Feature Analysis", "Best Practices", "Market Research"]
+      features: [
+        "Competitive Benchmarking",
+        "Feature Analysis",
+        "Best Practices",
+        "Market Research",
+      ],
     },
     {
       title: "Information Architecture Testing",
       description: "Card sorting, tree testing for content organization.",
       icon: Layers,
-      features: ["Card Sorting", "Tree Testing", "Content Strategy", "Navigation Testing"]
+      features: [
+        "Card Sorting",
+        "Tree Testing",
+        "Content Strategy",
+        "Navigation Testing",
+      ],
     },
     {
       title: "Accessibility Audits",
       description: "Ensuring your product is usable for everyone.",
       icon: Accessibility,
-      features: ["WCAG Compliance", "Screen Reader Testing", "Keyboard Navigation", "Color Contrast"]
-    }
+      features: [
+        "WCAG Compliance",
+        "Screen Reader Testing",
+        "Keyboard Navigation",
+        "Color Contrast",
+      ],
+    },
   ];
 
   return (
@@ -616,8 +729,12 @@ const ResearchServices = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-6">
             Our Specialized User Research & Testing Capabilities
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            Advanced user research expertise to map behaviors, needs, and pain
+            points for your AI mobile app experience.
+          </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -649,10 +766,16 @@ const ResearchServices = () => {
                       {service.description}
                     </p>
                     <div className="space-y-2">
-                      <h4 className="text-xs font-medium text-foreground">Key Methods:</h4>
+                      <h4 className="text-xs font-medium text-foreground">
+                        Key Methods:
+                      </h4>
                       <div className="flex flex-wrap gap-1">
                         {service.features.map((feature) => (
-                          <Badge key={feature} variant="secondary" className="text-xs bg-muted/50 text-muted-foreground border-muted">
+                          <Badge
+                            key={feature}
+                            variant="secondary"
+                            className="text-xs bg-muted/50 text-muted-foreground border-muted"
+                          >
                             {feature}
                           </Badge>
                         ))}
@@ -672,18 +795,73 @@ const ResearchServices = () => {
 // Research Tools
 const ResearchTools = () => {
   const tools = [
-    { name: "UserTesting", icon: Users, category: "User Testing", color: "green" },
+    {
+      name: "UserTesting",
+      icon: Users,
+      category: "User Testing",
+      color: "green",
+    },
     { name: "Maze", icon: Route, category: "User Testing", color: "blue" },
-    { name: "Optimal Workshop", icon: Layers, category: "Information Architecture", color: "purple" },
-    { name: "Hotjar", icon: MousePointer2, category: "User Behavior", color: "orange" },
-    { name: "Google Analytics", icon: BarChart3, category: "Web Analytics", color: "yellow" },
-    { name: "SurveyMonkey", icon: MessageSquare, category: "Surveys", color: "green" },
-    { name: "Qualtrics", icon: FileText, category: "Research Platform", color: "blue" },
-    { name: "UsabilityHub", icon: TestTube, category: "Quick Testing", color: "red" },
-    { name: "Card Sorting", icon: Grid, category: "Information Architecture", color: "purple" },
-    { name: "Tree Testing", icon: GitBranch, category: "Navigation Testing", color: "teal" },
-    { name: "A/B Testing", icon: GitPullRequest, category: "Conversion Testing", color: "pink" },
-    { name: "Lookback", icon: Video, category: "User Interviews", color: "indigo" }
+    {
+      name: "Optimal Workshop",
+      icon: Layers,
+      category: "Information Architecture",
+      color: "purple",
+    },
+    {
+      name: "Hotjar",
+      icon: MousePointer2,
+      category: "User Behavior",
+      color: "orange",
+    },
+    {
+      name: "Google Analytics",
+      icon: BarChart3,
+      category: "Web Analytics",
+      color: "yellow",
+    },
+    {
+      name: "SurveyMonkey",
+      icon: MessageSquare,
+      category: "Surveys",
+      color: "green",
+    },
+    {
+      name: "Qualtrics",
+      icon: FileText,
+      category: "Research Platform",
+      color: "blue",
+    },
+    {
+      name: "UsabilityHub",
+      icon: TestTube,
+      category: "Quick Testing",
+      color: "red",
+    },
+    {
+      name: "Card Sorting",
+      icon: Grid,
+      category: "Information Architecture",
+      color: "purple",
+    },
+    {
+      name: "Tree Testing",
+      icon: GitBranch,
+      category: "Navigation Testing",
+      color: "teal",
+    },
+    {
+      name: "A/B Testing",
+      icon: GitPullRequest,
+      category: "Conversion Testing",
+      color: "pink",
+    },
+    {
+      name: "Lookback",
+      icon: Video,
+      category: "User Interviews",
+      color: "indigo",
+    },
   ];
 
   return (
@@ -700,7 +878,8 @@ const ResearchTools = () => {
             Research Tools & Methodologies
           </h2>
           <p className="text-xl text-gray-300 max-w-3xl mx-auto leading-relaxed">
-            Employing a robust toolkit for comprehensive user insights.
+            Employing a robust toolkit for comprehensive user insights through
+            AI‑powered design driven analysis and synthesis.
           </p>
         </motion.div>
 
@@ -722,9 +901,9 @@ const ResearchTools = () => {
               red: "bg-red-500/20 text-red-400 border-red-500/30",
               teal: "bg-teal-500/20 text-teal-400 border-teal-500/30",
               pink: "bg-pink-500/20 text-pink-400 border-pink-500/30",
-              indigo: "bg-indigo-500/20 text-indigo-400 border-indigo-500/30"
+              indigo: "bg-indigo-500/20 text-indigo-400 border-indigo-500/30",
             };
-            
+
             return (
               <motion.div
                 key={index}
@@ -736,10 +915,14 @@ const ResearchTools = () => {
                 className="group"
               >
                 <Card className="bg-gray-900/50 backdrop-blur-md border-gray-800 hover:border-accent/30 transition-all duration-300 shadow-lg hover:shadow-xl rounded-2xl p-4 text-center">
-                  <div className={`w-10 h-10 rounded-lg flex items-center justify-center mx-auto mb-3 ${colorClasses[tool.color as keyof typeof colorClasses] || 'bg-accent/20 text-accent border-accent/30'}`}>
+                  <div
+                    className={`w-10 h-10 rounded-lg flex items-center justify-center mx-auto mb-3 ${colorClasses[tool.color as keyof typeof colorClasses] || "bg-accent/20 text-accent border-accent/30"}`}
+                  >
                     <IconComponent className="w-5 h-5" />
                   </div>
-                  <h4 className="font-semibold text-white text-sm mb-1">{tool.name}</h4>
+                  <h4 className="font-semibold text-white text-sm mb-1">
+                    {tool.name}
+                  </h4>
                   <p className="text-xs text-gray-400">{tool.category}</p>
                 </Card>
               </motion.div>
@@ -757,33 +940,39 @@ const ResearchCaseStudies = () => {
     {
       title: "E-commerce Usability Study",
       client: "Online Retail Platform",
-      description: "Conducted comprehensive usability testing that identified critical checkout flow issues, resulting in a 45% increase in conversion rates after implementing recommended changes.",
-      image: "https://images.unsplash.com/photo-1556742049-0cfed4f6a45d?w=400&h=300&fit=crop&auto=format",
+      description:
+        "Conducted comprehensive usability testing that identified critical checkout flow issues, resulting in a 45% increase in conversion rates after implementing recommended changes.",
+      image:
+        "https://images.unsplash.com/photo-1556742049-0cfed4f6a45d?w=400&h=300&fit=crop&auto=format",
       results: "45% conversion rate increase",
       methodology: "Usability Testing",
       participants: "32 users",
-      gradient: "from-green-500/20 to-emerald-500/20"
+      gradient: "from-green-500/20 to-emerald-500/20",
     },
     {
       title: "SaaS User Journey Research",
       client: "B2B Software Company",
-      description: "In-depth user interviews and journey mapping revealed key pain points in onboarding, leading to a redesign that reduced churn by 60% in the first month.",
-      image: "https://images.unsplash.com/photo-1551288049-bebda4e38f71?w=400&h=300&fit=crop&auto=format",
+      description:
+        "In-depth user interviews and journey mapping revealed key pain points in onboarding, leading to a redesign that reduced churn by 60% in the first month.",
+      image:
+        "https://images.unsplash.com/photo-1551288049-bebda4e38f71?w=400&h=300&fit=crop&auto=format",
       results: "60% churn reduction",
       methodology: "User Interviews & Journey Mapping",
       participants: "18 stakeholders",
-      gradient: "from-blue-500/20 to-cyan-500/20"
+      gradient: "from-blue-500/20 to-cyan-500/20",
     },
     {
       title: "Mobile App Accessibility Audit",
       client: "Healthcare Technology",
-      description: "Comprehensive accessibility testing and user research with disabled users resulted in WCAG 2.1 AA compliance and expanded user base by 25%.",
-      image: "https://images.unsplash.com/photo-1576091160399-112ba8d25d1f?w=400&h=300&fit=crop&auto=format",
+      description:
+        "Comprehensive accessibility testing and user research with disabled users resulted in WCAG 2.1 AA compliance and expanded user base by 25%.",
+      image:
+        "https://images.unsplash.com/photo-1576091160399-112ba8d25d1f?w=400&h=300&fit=crop&auto=format",
       results: "25% user base expansion",
       methodology: "Accessibility Testing",
       participants: "24 diverse users",
-      gradient: "from-purple-500/20 to-pink-500/20"
-    }
+      gradient: "from-purple-500/20 to-pink-500/20",
+    },
   ];
 
   return (
@@ -799,8 +988,14 @@ const ResearchCaseStudies = () => {
           <h2 className="text-4xl lg:text-5xl font-semibold text-foreground mb-8">
             Research-Driven Products That Connect with Users
           </h2>
+          <p className="mt-4 text-gray-400 max-w-2xl mx-auto">
+            AI‑powered design informed by deep user research and user testing
+            builds AI mobile app, web development, and iOS mobile app
+            development experiences that truly connect with users and solve real
+            problems.
+          </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -829,19 +1024,24 @@ const ResearchCaseStudies = () => {
                         <div className="text-xs text-muted-foreground mb-2 uppercase tracking-wider">
                           {study.client}
                         </div>
-                        <Badge variant="secondary" className="text-xs bg-accent/20 text-accent border-accent/30">
+                        <Badge
+                          variant="secondary"
+                          className="text-xs bg-accent/20 text-accent border-accent/30"
+                        >
                           {study.results}
                         </Badge>
                       </div>
                     </div>
-                    
+
                     <h3 className="text-xl font-semibold text-foreground mb-4 leading-tight">
                       {study.title}
                     </h3>
                   </div>
-                  
+
                   <div className="px-8 pb-6 flex-1">
-                    <div className={`relative rounded-xl overflow-hidden bg-gradient-to-br ${study.gradient} p-4 border border-white/10`}>
+                    <div
+                      className={`relative rounded-xl overflow-hidden bg-gradient-to-br ${study.gradient} p-4 border border-white/10`}
+                    >
                       <ImageWithFallback
                         src={study.image}
                         alt={study.title}
@@ -849,7 +1049,7 @@ const ResearchCaseStudies = () => {
                       />
                     </div>
                   </div>
-                  
+
                   <div className="px-8 pb-6">
                     <p className="text-muted-foreground text-sm leading-relaxed mb-4">
                       {study.description}
@@ -865,14 +1065,16 @@ const ResearchCaseStudies = () => {
                       </div>
                     </div>
                   </div>
-                  
+
                   <div className="p-8 pt-0 mt-auto">
-                    <Button 
-                      variant="ghost" 
+                    <Button
+                      variant="ghost"
                       size="sm"
                       className="w-full justify-between text-accent hover:text-accent hover:bg-accent/10 group-hover:translate-x-1 transition-all duration-300"
                     >
-                      <span className="text-sm font-medium">VIEW FULL CASE STUDY</span>
+                      <span className="text-sm font-medium">
+                        VIEW FULL CASE STUDY
+                      </span>
                       <ArrowRight className="w-4 h-4" />
                     </Button>
                   </div>
@@ -909,21 +1111,25 @@ const ResearchInlineCTA = () => {
             <div className="inline-block p-[2px] rounded-full bg-gradient-to-r from-accent via-blue-500 to-purple-500">
               <div className="bg-black rounded-full px-6 py-3 flex items-center gap-2">
                 <Search className="w-5 h-5 text-white" />
-                <span className="text-white text-base font-medium">User Research</span>
+                <span className="text-white text-base font-medium">
+                  User Research
+                </span>
               </div>
             </div>
-            
+
             <h2 className="text-4xl lg:text-5xl font-semibold text-white leading-tight">
               Ready to Deeply{" "}
               <span className="text-accent">Understand Your Users?</span>
             </h2>
-            
+
             <p className="text-xl text-gray-300 leading-relaxed max-w-2xl mx-auto">
-              Let's design a research plan that reveals invaluable insights for your product.
+              Let's design a research plan that reveals invaluable insights for
+              your product.
             </p>
-            
-            <ShimmerButton className="text-xl px-10 py-5 rounded-2xl shadow-lg hover:shadow-xl"
-            onClick={() => navigate("/start-a-project")}
+
+            <ShimmerButton
+              className="text-xl px-10 py-5 rounded-2xl shadow-lg hover:shadow-xl"
+              onClick={() => navigate("/start-a-project")}
             >
               <div className="inline-flex items-center gap-3">
                 <MessageCircle className="w-6 h-6 flex-shrink-0" />
@@ -942,40 +1148,73 @@ const HireResearchers = () => {
   const researcherTypes = [
     {
       title: "Senior User Researchers",
-      description: "Experienced researchers who design and execute comprehensive research studies",
+      description:
+        "Experienced researchers who design and execute comprehensive research studies",
       icon: Search,
-      skills: ["Research Strategy", "Mixed Methods", "Data Analysis", "Insight Synthesis"]
+      skills: [
+        "Research Strategy",
+        "Mixed Methods",
+        "Data Analysis",
+        "Insight Synthesis",
+      ],
     },
     {
       title: "UX Researchers",
-      description: "Specialists in user experience research and usability testing",
+      description:
+        "Specialists in user experience research and usability testing",
       icon: Users,
-      skills: ["Usability Testing", "User Interviews", "Journey Mapping", "Persona Development"]
+      skills: [
+        "Usability Testing",
+        "User Interviews",
+        "Journey Mapping",
+        "Persona Development",
+      ],
     },
     {
       title: "Quantitative Researchers",
-      description: "Data analysts who focus on statistical research and metrics",
+      description:
+        "Data analysts who focus on statistical research and metrics",
       icon: BarChart3,
-      skills: ["Statistical Analysis", "Survey Design", "A/B Testing", "Analytics"]
+      skills: [
+        "Statistical Analysis",
+        "Survey Design",
+        "A/B Testing",
+        "Analytics",
+      ],
     },
     {
       title: "Qualitative Researchers",
       description: "Experts in ethnographic studies and behavioral research",
       icon: MessageCircle,
-      skills: ["Ethnographic Studies", "Focus Groups", "Interview Techniques", "Behavioral Analysis"]
+      skills: [
+        "Ethnographic Studies",
+        "Focus Groups",
+        "Interview Techniques",
+        "Behavioral Analysis",
+      ],
     },
     {
       title: "Research Operations Specialists",
       description: "Professionals who streamline and scale research processes",
       icon: Settings,
-      skills: ["Research Ops", "Tool Management", "Process Optimization", "Team Coordination"]
+      skills: [
+        "Research Ops",
+        "Tool Management",
+        "Process Optimization",
+        "Team Coordination",
+      ],
     },
     {
       title: "Accessibility Researchers",
       description: "Specialists in inclusive design and accessibility testing",
       icon: Accessibility,
-      skills: ["Accessibility Testing", "Inclusive Design", "WCAG Compliance", "Assistive Technology"]
-    }
+      skills: [
+        "Accessibility Testing",
+        "Inclusive Design",
+        "WCAG Compliance",
+        "Assistive Technology",
+      ],
+    },
   ];
 
   const navigate = useNavigate();
@@ -994,10 +1233,12 @@ const HireResearchers = () => {
             Access Expert User Research Talent
           </h2>
           <p className="text-xl text-muted-foreground max-w-3xl mx-auto leading-relaxed">
-            Our dedicated user researchers and UX strategists provide the insights you need to build truly impactful products.
+            Our dedicated user researchers and UX strategists provide the user
+            research insights you need to build truly impactful AI mobile app
+            products.
           </p>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -1029,10 +1270,16 @@ const HireResearchers = () => {
                       {type.description}
                     </p>
                     <div className="space-y-2">
-                      <h4 className="text-sm font-medium text-foreground">Core Skills:</h4>
+                      <h4 className="text-sm font-medium text-foreground">
+                        Core Skills:
+                      </h4>
                       <div className="flex flex-wrap gap-2">
                         {type.skills.map((skill) => (
-                          <Badge key={skill} variant="secondary" className="text-xs bg-muted/50 text-muted-foreground border-muted">
+                          <Badge
+                            key={skill}
+                            variant="secondary"
+                            className="text-xs bg-muted/50 text-muted-foreground border-muted"
+                          >
                             {skill}
                           </Badge>
                         ))}
@@ -1053,8 +1300,11 @@ const HireResearchers = () => {
           className="text-center space-y-6"
         >
           <div className="flex flex-col sm:flex-row gap-4 justify-center">
-            <ShimmerButton className="text-lg px-8 py-4"
-            onClick={() => navigate("/hire-talent/user-research-testing-developers")}
+            <ShimmerButton
+              className="text-lg px-8 py-4"
+              onClick={() =>
+                navigate("/hire-talent/user-research-testing-developers")
+              }
             >
               <div className="inline-flex items-center gap-2">
                 <UserPlus className="w-5 h-5 flex-shrink-0" />
@@ -1083,20 +1333,25 @@ const ResearchFAQs = () => {
   const faqs = [
     {
       question: "How many users should I test with?",
-      answer: "The optimal number depends on your research method and goals. For qualitative research like usability testing, 5-8 users often reveal 85% of usability issues. For quantitative research like surveys, you'll need larger sample sizes (typically 100+ respondents) for statistical significance. For A/B testing, sample sizes depend on your baseline conversion rate and the effect size you want to detect. We help determine the right sample size based on your specific research objectives and budget constraints."
+      answer:
+        "The optimal number depends on your research method and goals. For qualitative research like usability testing, 5-8 users often reveal 85% of usability issues. For quantitative research like surveys, you'll need larger sample sizes (typically 100+ respondents) for statistical significance. For A/B testing, sample sizes depend on your baseline conversion rate and the effect size you want to detect. We help determine the right sample size based on your specific research objectives and budget constraints.",
     },
     {
-      question: "What's the difference between qualitative and quantitative research?",
-      answer: "Qualitative research focuses on understanding the 'why' behind user behaviors through methods like interviews, focus groups, and ethnographic studies. It provides rich insights into user motivations, emotions, and contexts. Quantitative research measures the 'what' and 'how much' through surveys, analytics, and A/B testing, providing statistical data about user behaviors and preferences. Most effective research strategies combine both approaches: qualitative research to understand user needs and quantitative research to validate findings at scale."
+      question:
+        "What's the difference between qualitative and quantitative research?",
+      answer:
+        "Qualitative research focuses on understanding the 'why' behind user behaviors through methods like interviews, focus groups, and ethnographic studies. It provides rich insights into user motivations, emotions, and contexts. Quantitative research measures the 'what' and 'how much' through surveys, analytics, and A/B testing, providing statistical data about user behaviors and preferences. Most effective research strategies combine both approaches: qualitative research to understand user needs and quantitative research to validate findings at scale.",
     },
     {
       question: "Can user research be done remotely?",
-      answer: "Yes, remote user research has become increasingly effective and is often preferred for its convenience and broader participant reach. We conduct remote usability testing, interviews, surveys, and card sorting sessions using tools like Zoom, UserTesting, Maze, and specialized research platforms. Remote research eliminates geographical constraints, reduces costs, and often makes participants more comfortable in their natural environment. However, some research methods like ethnographic studies or physical product testing may still require in-person sessions."
+      answer:
+        "Yes, remote user research has become increasingly effective and is often preferred for its convenience and broader participant reach. We conduct remote usability testing, interviews, surveys, and card sorting sessions using tools like Zoom, UserTesting, Maze, and specialized research platforms. Remote research eliminates geographical constraints, reduces costs, and often makes participants more comfortable in their natural environment. However, some research methods like ethnographic studies or physical product testing may still require in-person sessions.",
     },
     {
       question: "How long does a typical usability test take?",
-      answer: "Usability test duration varies by complexity and scope. Individual user sessions typically last 30-90 minutes, with simple task-based tests taking 30-45 minutes and comprehensive product evaluations lasting 60-90 minutes. The complete process including planning, recruitment, testing, and analysis usually takes 2-4 weeks. Unmoderated tests can be completed faster (1-2 weeks) as users complete tasks on their own time. We provide detailed timelines during project planning to align with your product development schedule."
-    }
+      answer:
+        "Usability test duration varies by complexity and scope. Individual user sessions typically last 30-90 minutes, with simple task-based tests taking 30-45 minutes and comprehensive product evaluations lasting 60-90 minutes. The complete process including planning, recruitment, testing, and analysis usually takes 2-4 weeks. Unmoderated tests can be completed faster (1-2 weeks) as users complete tasks on their own time. We provide detailed timelines during project planning to align with your product development schedule.",
+    },
   ];
 
   return (
@@ -1113,7 +1368,7 @@ const ResearchFAQs = () => {
             Frequently Asked Questions
           </h2>
         </motion.div>
-        
+
         <motion.div
           initial={{ opacity: 0, y: 40 }}
           whileInView={{ opacity: 1, y: 0 }}
@@ -1123,13 +1378,15 @@ const ResearchFAQs = () => {
         >
           <Accordion type="single" collapsible className="space-y-8">
             {faqs.map((faq, index) => (
-              <AccordionItem 
-                key={index} 
-                value={`item-${index}`} 
+              <AccordionItem
+                key={index}
+                value={`item-${index}`}
                 className="bg-gray-900/50 backdrop-blur-md rounded-2xl border border-gray-800 px-10 shadow-lg"
               >
                 <AccordionTrigger className="text-left hover:no-underline py-10 text-xl">
-                  <span className="font-semibold text-white">{faq.question}</span>
+                  <span className="font-semibold text-white">
+                    {faq.question}
+                  </span>
                 </AccordionTrigger>
                 <AccordionContent className="text-gray-300 pb-10 text-lg leading-relaxed">
                   {faq.answer}
@@ -1166,7 +1423,9 @@ const ResearchFinalCTA = () => {
             <div className="inline-block p-[2px] rounded-full bg-gradient-to-r from-accent via-blue-500 to-purple-500">
               <div className="bg-background rounded-full px-6 py-3 flex items-center gap-2">
                 <Search className="w-5 h-5 text-foreground" />
-                <span className="text-foreground text-base font-medium">User Research</span>
+                <span className="text-foreground text-base font-medium">
+                  User Research
+                </span>
               </div>
             </div>
           </motion.div>
@@ -1175,7 +1434,7 @@ const ResearchFinalCTA = () => {
             Build Products Users Love with{" "}
             <span className="text-accent">Data-Driven Insights</span>
           </h2>
-          
+
           <motion.p
             initial={{ opacity: 0, y: 20 }}
             whileInView={{ opacity: 1, y: 0 }}
@@ -1183,7 +1442,9 @@ const ResearchFinalCTA = () => {
             viewport={{ once: true }}
             className="text-xl text-muted-foreground mb-12 max-w-2xl mx-auto leading-relaxed"
           >
-            Partner with WDI for thorough user research and testing that ensures your digital products resonate with your audience.
+            Partner with WDI for AI‑powered design–driven insights that ensure
+            your AI mobile app and iOS mobile app development products resonate
+            with your audience.
           </motion.p>
 
           <motion.div
@@ -1193,8 +1454,9 @@ const ResearchFinalCTA = () => {
             viewport={{ once: true }}
             className="space-y-8"
           >
-            <ShimmerButton className="px-12 py-6 text-xl rounded-2xl shadow-2xl hover:shadow-accent/25"
-            onClick={() => navigate("/start-a-project")}
+            <ShimmerButton
+              className="px-12 py-6 text-xl rounded-2xl shadow-2xl hover:shadow-accent/25"
+              onClick={() => navigate("/start-a-project")}
             >
               <div className="inline-flex items-center gap-3">
                 <Rocket className="w-6 h-6 flex-shrink-0" />
@@ -1224,61 +1486,59 @@ export const UserResearchTesting = () => {
   return (
     <div className="dark min-h-screen">
       {/* <Navigation /> */}
-      
+
       {/* Hero Section */}
       <section className="bg-black">
         <ResearchHeroWithCTA />
       </section>
-      
+
       {/* Benefits */}
       <section className="bg-background">
         <ResearchBenefits />
       </section>
 
-       {/* Case Studies */}
+      {/* Case Studies */}
       <section className="bg-background">
         <ResearchCaseStudies />
       </section>
-      
+
       {/* Research Process */}
       <section className="bg-card">
         <ResearchProcess />
       </section>
-      
+
       {/* Services */}
       <section className="bg-background">
         <ResearchServices />
       </section>
-      
+
       {/* Tools */}
       <section className="bg-card">
         <ResearchTools />
       </section>
-      
+
       {/* Mid-Page CTA */}
       {/* <section className="bg-card">
         <ResearchInlineCTA />
       </section> */}
-      
+
       {/* Hire Researchers */}
       <section className="bg-background">
         <HireResearchers />
       </section>
-      
+
       {/* FAQs */}
       {/* <section className="bg-card">
         <ResearchFAQs />
       </section> */}
-      
+
       {/* Final CTA */}
       <section className="bg-background">
         <ResearchFinalCTA />
       </section>
-      
+
       {/* Footer */}
-      <section className="bg-background">
-        {/* <Footer /> */}
-      </section>
+      <section className="bg-background">{/* <Footer /> */}</section>
     </div>
   );
-};
\ No newline at end of file
+};