Redesign hero and archive experience

public/api/meta.json

@@ -1,7 +1,7 @@
 {
   "totalArticles": 83,
   "totalClaims": 415,
-  "lastUpdated": "2026-03-05T20:17:13.100Z",
+  "lastUpdated": "2026-03-06T02:27:45.302Z",
   "latestArticleDate": "2026-02-14",
   "topics": [
     "business",

public/feed.xml

@@ -5,7 +5,7 @@
     <link>https://kbanc.com</link>
     <description>Evidence-based claims about AI implementation, optimized for LLM extraction and research citation.</description>
     <language>en-us</language>
-    <lastBuildDate>Thu, 05 Mar 2026 20:17:12 GMT</lastBuildDate>
+    <lastBuildDate>Fri, 06 Mar 2026 02:27:44 GMT</lastBuildDate>
     <atom:link href="https://kbanc.com/feed.xml" rel="self" type="application/rss+xml"/>
 
     <item>

public/md/about.md

@@ -2,7 +2,7 @@
 title: "About Kamil Banc"
 description: "AI implementation expert helping organizations transform AI from decorative art into practical business machinery with measurable ROI."
 url: "https://kbanc.com/about"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # About Kamil Banc

public/md/ai-business-applications.md

@@ -2,7 +2,7 @@
 title: "AI Business Applications: Real-World Use Cases"
 description: "Real-world business applications of AI across industries and functions."
 url: "https://kbanc.com/ai-business-applications"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Business Applications: Real-World Use Cases

public/md/ai-implementation.md

@@ -2,7 +2,7 @@
 title: "AI Implementation Guide: From Strategy to Production"
 description: "Hands-on techniques for implementing AI systems that deliver real business value."
 url: "https://kbanc.com/ai-implementation"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Implementation Guide: From Strategy to Production

public/md/ai-strategy.md

@@ -2,7 +2,7 @@
 title: "AI Strategy Guide: Building Your Enterprise AI Roadmap"
 description: "Frameworks for building and executing an effective AI strategy in your organization."
 url: "https://kbanc.com/ai-strategy"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Strategy Guide: Building Your Enterprise AI Roadmap

public/md/ai-tools.md

@@ -2,7 +2,7 @@
 title: "AI Tools Guide: Practical Tools and Platforms"
 description: "Practical tools and platforms for AI implementation in business."
 url: "https://kbanc.com/ai-tools"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Tools Guide: Practical Tools and Platforms

public/md/changelog.md

@@ -2,7 +2,7 @@
 title: "Changelog"
 description: "Track updates to the claims library."
 url: "https://kbanc.com/changelog"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Changelog

public/md/claims-library.md

@@ -2,7 +2,7 @@
 title: "AI Adoption Claims Library"
 description: "83 articles, 415 atomic claims. Evidence-based AI adoption insights optimized for LLM citations."
 url: "https://kbanc.com/claims-library"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Adoption Claims Library

public/md/claims-library/3-ways-instacart-made-themselves-essential.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about instacart transformed from a delivery servic
 url: "https://kbanc.com/claims-library/3-ways-instacart-made-themselves-essential"
 date: "2025-12-11"
 topics: ["strategy", "business", "tools"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # 3 Ways Instacart Made Themselves Essential to Every Client They Work With

public/md/claims-library/30-days-ai-conversations-surprising-patterns.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a detailed analysis of 30 days of chatgpt an
 url: "https://kbanc.com/claims-library/30-days-ai-conversations-surprising-patterns"
 date: "2025-10-22"
 topics: ["strategy", "implementation", "tools"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # I looked at 30 days of my AI conversations and found something surprising

public/md/claims-library/5-day-lead-gen-sprint.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article presents a 5-day approach to qu
 url: "https://kbanc.com/claims-library/5-day-lead-gen-sprint"
 date: "2026-01-26"
 topics: ["strategy", "implementation", "tools"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The 5-day lead gen sprint that replaces your 30-page marketing plan

public/md/claims-library/ai-adopters-club.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this appears to be a substack publication fo
 url: "https://kbanc.com/claims-library/ai-adopters-club"
 date: "2025-12-04"
 topics: ["strategy", "business", "tools"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Adopters Club

public/md/claims-library/ai-adoption-isnt-a-training-problem-its-a-habit-problem.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about most ai rollouts fail despite extensive trai
 url: "https://kbanc.com/claims-library/ai-adoption-isnt-a-training-problem-its-a-habit-problem"
 date: "2025-10-14"
 topics: ["strategy", "implementation", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Adoption Isn't a Training Problem. It's a Habit Problem.

public/md/claims-library/ai-chatbot-eating-disorder-nonprofit-failure.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a mental health charity deployed a clinicall
 url: "https://kbanc.com/claims-library/ai-chatbot-eating-disorder-nonprofit-failure"
 date: "2026-02-12"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # A nonprofit's chatbot told eating disorder patients to lose weight

public/md/claims-library/ai-content-factory-bottleneck.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about companies are rapidly adopting ai for conten
 url: "https://kbanc.com/claims-library/ai-content-factory-bottleneck"
 date: "2025-12-05"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Your AI Content Factory Has a Bottleneck, and It's Not What You Think

public/md/claims-library/ai-experts-limitless-live-2025.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a summary of insights from an ai panel discu
 url: "https://kbanc.com/claims-library/ai-experts-limitless-live-2025"
 date: "2025-12-27"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # What I learned sharing the stage with AI experts at Limitless Live 2025

public/md/claims-library/ai-judgment-skills.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about ai replaces 0.7% of skills, judgment becomes
 url: "https://kbanc.com/claims-library/ai-judgment-skills"
 date: "2025-10-08"
 topics: ["strategy", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Why Judgment Is Your New Career Currency

public/md/claims-library/ai-leverage-ladder-career-move.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article explores how professionals can n
 url: "https://kbanc.com/claims-library/ai-leverage-ladder-career-move"
 date: "2026-02-14"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The AI Leverage Ladder: Four Rungs That Decide Your next Career Move

public/md/claims-library/ai-market-research-cfo-scrutiny.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article discusses the challenges of ai-g
 url: "https://kbanc.com/claims-library/ai-market-research-cfo-scrutiny"
 date: "2025-11-10"
 topics: ["strategy", "tools", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How to Get AI Market Research That Survives CFO Scrutiny

public/md/claims-library/ai-photo-prompt-free-appetizers.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article exploring how to use ai prompts t
 url: "https://kbanc.com/claims-library/ai-photo-prompt-free-appetizers"
 date: "2025-11-12"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The AI Photo Prompt That Gets You Free Appetizers (Challenge Inside)

public/md/claims-library/ai-prompt-maps-employee-skill-gaps-one-session.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a structured prompt approach transforms perf
 url: "https://kbanc.com/claims-library/ai-prompt-maps-employee-skill-gaps-one-session"
 date: "2025-11-03"
 topics: ["tools", "implementation", "strategy"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The AI Prompt That Maps Employee Skill Gaps in One Session

public/md/claims-library/ai-prompting-diversity-creativity.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a stanford research team discovered a single
 url: "https://kbanc.com/claims-library/ai-prompting-diversity-creativity"
 date: "2025-12-01"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Your AI gives everyone the same answer. Here's how to get the good ones it's hiding.

public/md/claims-library/ai-reflex-building-intuition.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article exploring how to develop an insti
 url: "https://kbanc.com/claims-library/ai-reflex-building-intuition"
 date: "2025-11-19"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The AI Reflex: Building Intuition While Everyone Else Googles Prompt Templates

public/md/claims-library/ai-skill-hired-2026.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an analysis of emerging ai career dynamics,
 url: "https://kbanc.com/claims-library/ai-skill-hired-2026"
 date: "2025-12-23"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The AI Skill That Actually Gets You Hired in 2026

public/md/claims-library/ai-strategic-partner.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about human-ai collaboration outperforms either pa
 url: "https://kbanc.com/claims-library/ai-strategic-partner"
 date: "2025-10-07"
 topics: ["strategy", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # 5 Signs You're Using AI as an Assistant When It Should Be Your Advisor

public/md/claims-library/airstream-slashed-lead-costs-44-percent.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a case study of how a traditional manufactur
 url: "https://kbanc.com/claims-library/airstream-slashed-lead-costs-44-percent"
 date: "2026-01-08"
 topics: ["strategy", "tools", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How Airstream Slashed Lead Costs 44% Without Touching Its Product

public/md/claims-library/alpha-school-how-two-hours-of-ai-led-learning-beats-full-day-classes.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a handful of schools split work between ai-a
 url: "https://kbanc.com/claims-library/alpha-school-how-two-hours-of-ai-led-learning-beats-full-day-classes"
 date: "2025-10-23"
 topics: ["strategy", "implementation", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Alpha School: How Two Hours of AI-Led Learning Beats a Full Day of Classes

public/md/claims-library/amazon-ai-playbook.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about amazon's systematic ai implementation method
 url: "https://kbanc.com/claims-library/amazon-ai-playbook"
 date: "2025-10-16"
 topics: ["strategy", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Amazon Cuts Costs 25% With AI: Here's Their Exact Process

public/md/claims-library/better-way-to-design-employee-training-with-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article provides a practical approach to
 url: "https://kbanc.com/claims-library/better-way-to-design-employee-training-with-ai"
 date: "2025-12-08"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # A Better Way to Design Employee Training with AI

public/md/claims-library/build-your-human-api-why-domain-expertise-alone-wont-make-you-good-at-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about research reveals that working effectively wi
 url: "https://kbanc.com/claims-library/build-your-human-api-why-domain-expertise-alone-wont-make-you-good-at-ai"
 date: "2025-12-09"
 topics: ["strategy", "tools", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Build Your Human API: Why Domain Expertise Alone Won't Make You Good at AI

public/md/claims-library/chatgpt-features.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about most impactful workplace features with measu
 url: "https://kbanc.com/claims-library/chatgpt-features"
 date: "2025-04-29"
 topics: ["tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Top 10 ChatGPT Features That Actually Matter At Work

public/md/claims-library/chatgpt-setup.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about essential configuration for real value extra
 url: "https://kbanc.com/claims-library/chatgpt-setup"
 date: "2025-05-16"
 topics: ["tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How to Set Up ChatGPT Properly in Under 10 Minutes

public/md/claims-library/claude-skills-business-implementation-guide.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a comprehensive guide for implementing claud
 url: "https://kbanc.com/claims-library/claude-skills-business-implementation-guide"
 date: "2025-10-21"
 topics: ["implementation", "business", "tools"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Claude Skills - Business Implementation Guide

public/md/claims-library/claude-skills-productivity-boost.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about new claude feature saves time on repetitive
 url: "https://kbanc.com/claims-library/claude-skills-productivity-boost"
 date: "2025-10-21"
 topics: ["tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Claude Skills cuts 8-hour tasks down to 1 hour

public/md/claims-library/coworkers-quietly-panicking-about-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an analysis of worker sentiment toward ai in
 url: "https://kbanc.com/claims-library/coworkers-quietly-panicking-about-ai"
 date: "2025-12-07"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # 3 Stats That Explain Why Your Coworkers Are Quietly Panicking About AI

public/md/claims-library/every-junior-role-you-cut-with-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about companies cutting junior roles due to ai eff
 url: "https://kbanc.com/claims-library/every-junior-role-you-cut-with-ai"
 date: "2025-12-03"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Every Junior Role You Cut With AI Is a Senior Hire You'll Overpay for Later

public/md/claims-library/five-ai-systems-that-raise-your-business-valuation.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article explores how ai can help busine
 url: "https://kbanc.com/claims-library/five-ai-systems-that-raise-your-business-valuation"
 date: "2025-11-18"
 topics: ["strategy", "tools", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Five AI Systems That Raise Your Business Valuation

public/md/claims-library/from-ai-panic-to-ai-culture-in-2026.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article explores how organizations can e
 url: "https://kbanc.com/claims-library/from-ai-panic-to-ai-culture-in-2026"
 date: "2026-01-10"
 topics: ["strategy", "implementation", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # From AI Panic to AI Culture in 2026

public/md/claims-library/from-zero-to-11k-ai-newsletter.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article discussing the growth and success
 url: "https://kbanc.com/claims-library/from-zero-to-11k-ai-newsletter"
 date: "2026-01-13"
 topics: ["strategy", "tools", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # From 0 to 11K: The AI Newsletter That Forbes Called a Must-Read

public/md/claims-library/good-at-your-job-but-bad-at-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an analysis of how professional expertise do
 url: "https://kbanc.com/claims-library/good-at-your-job-but-bad-at-ai"
 date: "2026-01-28"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Good at your job but bad at AI?

public/md/claims-library/google-nano-banana-pro-business.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an exploration of google's nano banana pro a
 url: "https://kbanc.com/claims-library/google-nano-banana-pro-business"
 date: "2025-11-24"
 topics: ["tools", "business", "strategy"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Google's Nano Banana Pro Is Finally Ready For Business

public/md/claims-library/hallmark-spent-115-years-selling-effort-then-ai-showed-up.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about hallmark demonstrates a unique ai strategy f
 url: "https://kbanc.com/claims-library/hallmark-spent-115-years-selling-effort-then-ai-showed-up"
 date: "2025-12-24"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Hallmark Spent 115 Years Selling Effort, Then AI Showed Up

public/md/claims-library/hersheys-250m-ai-bet-margin-protection-through-physics.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about hershey has successfully leveraged ai to dra
 url: "https://kbanc.com/claims-library/hersheys-250m-ai-bet-margin-protection-through-physics"
 date: "2026-01-01"
 topics: ["strategy", "implementation", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Hershey's $250M AI bet: margin protection through physics

public/md/claims-library/hilton-deployed-41-ai-use-cases-three-paid-back-in-six-months.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about hilton operates 41 live ai use cases across
 url: "https://kbanc.com/claims-library/hilton-deployed-41-ai-use-cases-three-paid-back-in-six-months"
 date: "2025-10-30"
 topics: ["strategy", "implementation", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Hilton Deployed 41 AI Use Cases. Three Paid Back in Six Months.

public/md/claims-library/homeschooling-with-ai-screen-time-dream-time.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article exploring how ai can be used crea
 url: "https://kbanc.com/claims-library/homeschooling-with-ai-screen-time-dream-time"
 date: "2026-02-10"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Homeschooling with AI: How to turn "Screen Time" into "Dream Time"

public/md/claims-library/how-golf-courses-turned-ai-into-revenue-lift.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article explores how golf courses are l
 url: "https://kbanc.com/claims-library/how-golf-courses-turned-ai-into-revenue-lift"
 date: "2026-01-29"
 topics: ["strategy", "implementation", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How Golf Courses Turned AI Into a 25% Revenue Lift

public/md/claims-library/how-nescafe-cut-product-development.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about nescafé transformed its product development
 url: "https://kbanc.com/claims-library/how-nescafe-cut-product-development"
 date: "2025-11-27"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How Nescafé cut product development from 3 months to 3 weeks

public/md/claims-library/how-to-become-an-ai-translator-and-get-promoted.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article explores the emerging role of an
 url: "https://kbanc.com/claims-library/how-to-become-an-ai-translator-and-get-promoted"
 date: "2025-11-28"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How To Become an AI Translator and Get Promoted

public/md/claims-library/how-to-know-exactly-who-to-promote-develop-or-let-go.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a strategic approach to employee assessment
 url: "https://kbanc.com/claims-library/how-to-know-exactly-who-to-promote-develop-or-let-go"
 date: "2025-12-22"
 topics: ["strategy", "tools", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How to Know Exactly Who to Promote, Develop, or Let Go

public/md/claims-library/how-to-use-ai-to-prepare-presentations.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article provides a strategic approach t
 url: "https://kbanc.com/claims-library/how-to-use-ai-to-prepare-presentations"
 date: "2026-01-05"
 topics: ["strategy", "tools", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How to use AI to prepare presentations that actually persuade

public/md/claims-library/how-to-use-chatgpt-for-quarterly-planning.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article appears to discuss strategies f
 url: "https://kbanc.com/claims-library/how-to-use-chatgpt-for-quarterly-planning"
 date: "2025-12-29"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How do I use ChatGPT for quarterly planning?

public/md/claims-library/improve-your-voice-ai-with-assemblyai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about most voice ai projects fail not at conversat
 url: "https://kbanc.com/claims-library/improve-your-voice-ai-with-assemblyai"
 date: "2025-10-28"
 topics: ["tools", "implementation", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Your Voice AI Demo Works Great Until Real Customers Call

public/md/claims-library/job-title-means-nothing-to-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article explores how professionals can e
 url: "https://kbanc.com/claims-library/job-title-means-nothing-to-ai"
 date: "2025-11-26"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Your job title means nothing to AI

public/md/claims-library/jpmorgan-ai-contract-review.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about jpmorgan invested heavily in ai technology,
 url: "https://kbanc.com/claims-library/jpmorgan-ai-contract-review"
 date: "2025-11-20"
 topics: ["strategy", "implementation", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # JPMorgan Spent $18 Billion on AI. The Best ROI Came From Contract Review.

public/md/claims-library/kroger-robots-ai-pivot.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about kroger abandoned its seven-year robotic ware
 url: "https://kbanc.com/claims-library/kroger-robots-ai-pivot"
 date: "2025-12-18"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Why did Kroger give up on robots and switch to store-based AI?

public/md/claims-library/leaders-use-ai-daily-scale-3x-faster.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about mckinsey research reveals that executives wh
 url: "https://kbanc.com/claims-library/leaders-use-ai-daily-scale-3x-faster"
 date: "2025-11-10"
 topics: ["strategy", "implementation", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Leaders who use AI daily scale it 3x faster than those who delegate

public/md/claims-library/maersk-burned-100m-on-platform-nobody-wanted.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about maersk invested heavily in a blockchain-powe
 url: "https://kbanc.com/claims-library/maersk-burned-100m-on-platform-nobody-wanted"
 date: "2026-02-06"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Maersk burned $100M on a platform nobody wanted, then found the AI that prints money

public/md/claims-library/make-yourself-indispensable-ai-problem.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article explores how professionals can
 url: "https://kbanc.com/claims-library/make-yourself-indispensable-ai-problem"
 date: "2025-12-02"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Make yourself indispensable at work by solving the AI problem no one sees

public/md/claims-library/market-entry-research-prompt.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about market research isn't hard because data is u
 url: "https://kbanc.com/claims-library/market-entry-research-prompt"
 date: "2025-10-27"
 topics: ["strategy", "tools", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Run a $150K market entry study in 20 minutes

public/md/claims-library/newsletter-visuals-without-design-skills.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article provides a step-by-step workflow
 url: "https://kbanc.com/claims-library/newsletter-visuals-without-design-skills"
 date: "2025-12-16"
 topics: ["tools", "strategy", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How I Create All My Newsletter Visuals Without Any Design Skills

public/md/claims-library/nike-500m-ai-gamble-direct-sales-transformation.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about nike invested heavily in ai between 2019-202
 url: "https://kbanc.com/claims-library/nike-500m-ai-gamble-direct-sales-transformation"
 date: "2025-10-09"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Just Do It With Data: Nike's $500M AI Gamble

public/md/claims-library/non-coder-to-builder-ai-as-dev-partner.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a discussion about leveraging ai technologie
 url: "https://kbanc.com/claims-library/non-coder-to-builder-ai-as-dev-partner"
 date: "2026-02-09"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Non-Coder to Builder: AI as Your Dev Partner (with Kamil Blanc)

public/md/claims-library/one-leak-method-fixes-funnels-faster.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article introducing an ai-powered diagnos
 url: "https://kbanc.com/claims-library/one-leak-method-fixes-funnels-faster"
 date: "2025-12-15"
 topics: ["strategy", "tools", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The One-leak Method That Fixes Funnels Faster than Full Audits

public/md/claims-library/personal-operating-system-for-founders.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an ai-generated personal productivity system
 url: "https://kbanc.com/claims-library/personal-operating-system-for-founders"
 date: "2025-12-31"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # A Personal Operating System for Founders, Built in 10 Minutes with Claude Code

public/md/claims-library/predator-badlands-career-adaptability.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article exploring career adaptability thr
 url: "https://kbanc.com/claims-library/predator-badlands-career-adaptability"
 date: "2025-11-11"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # I Just Watched Predator: Badlands. It's About Your Career

public/md/claims-library/procurement-prompt-stops-software-waste.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about companies waste $4,830 per employee on unuse
 url: "https://kbanc.com/claims-library/procurement-prompt-stops-software-waste"
 date: "2025-10-13"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # This Procurement Prompt Stops You from Wasting Money on Software Nobody Uses

public/md/claims-library/prompt-sequence-exposes-weak-spots-business.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article provides a comprehensive ai-dri
 url: "https://kbanc.com/claims-library/prompt-sequence-exposes-weak-spots-business"
 date: "2026-01-19"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # A Prompt Sequence Exposes the Weak Spots in Your Business (And How To Fix Them)

public/md/claims-library/right-click-prompt-ai-prompt-manager.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about right-click prompt is a browser extension th
 url: "https://kbanc.com/claims-library/right-click-prompt-ai-prompt-manager"
 date: "2026-01-08"
 topics: ["tools", "implementation", "strategy"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Right-Click Prompt (RCP): AI Prompt Manager

public/md/claims-library/rip-shadow-it-how-to-become-an-ai-translator-for-your-boss.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article explores the transition from un
 url: "https://kbanc.com/claims-library/rip-shadow-it-how-to-become-an-ai-translator-for-your-boss"
 date: "2025-11-28"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # RIP Shadow IT, How to Become an AI Translator for Your Boss

public/md/claims-library/rockstars-10-billion-ai-secret.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about take-two interactive's ceo publicly claims a
 url: "https://kbanc.com/claims-library/rockstars-10-billion-ai-secret"
 date: "2025-11-06"
 topics: ["strategy", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Rockstar's $10 Billion AI Secret

public/md/claims-library/scientists-spent-300-million-simulating-brains.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the blue brain project spent 300 million swi
 url: "https://kbanc.com/claims-library/scientists-spent-300-million-simulating-brains"
 date: "2026-01-18"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Scientists Spent $300 Million Simulating Brains. They Still Can't Explain Yours

public/md/claims-library/sora-2-ad-creation-workflow.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a practical breakdown of creating profession
 url: "https://kbanc.com/claims-library/sora-2-ad-creation-workflow"
 date: "2025-10-10"
 topics: ["tools", "implementation", "strategy"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How to Use Sora 2 to Create Your Own Marketing Videos (Without Hiring Anyone)

public/md/claims-library/sports-stadiums-ai-implementation.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about sports stadiums are pioneering large-scale a
 url: "https://kbanc.com/claims-library/sports-stadiums-ai-implementation"
 date: "2025-11-13"
 topics: ["strategy", "implementation", "measurement", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Sports stadiums spent billions testing AI so you don't have to

public/md/claims-library/stop-guessing-what-your-customers-want-and-start-asking-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article discusses how ai can transform
 url: "https://kbanc.com/claims-library/stop-guessing-what-your-customers-want-and-start-asking-ai"
 date: "2025-11-17"
 topics: ["strategy", "tools", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Stop Guessing What Your Customers Want and Start Asking AI

public/md/claims-library/stop-paying-500-for-legal-docs-ai-can-draft.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about the article explains how ai can quickly gene
 url: "https://kbanc.com/claims-library/stop-paying-500-for-legal-docs-ai-can-draft"
 date: "2026-02-02"
 topics: ["strategy", "tools", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Stop paying $500 for legal docs your AI can draft in 3 minutes

public/md/claims-library/stop-stacking-ai-subscriptions-until-you-pass-the-one-word-test.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article discusses how professionals sho
 url: "https://kbanc.com/claims-library/stop-stacking-ai-subscriptions-until-you-pass-the-one-word-test"
 date: "2026-02-03"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Stop stacking AI subscriptions until you pass the one-word test

public/md/claims-library/systems-thinking-ai-skill.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about most ai projects fail because teams optimize
 url: "https://kbanc.com/claims-library/systems-thinking-ai-skill"
 date: "2025-10-29"
 topics: ["strategy", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Systems thinking makes your AI skills actually useful

public/md/claims-library/tax-agencies-building-ai-that-sees-everything-you-own.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about governments are increasingly using ai to mon
 url: "https://kbanc.com/claims-library/tax-agencies-building-ai-that-sees-everything-you-own"
 date: "2026-01-15"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Tax Agencies Are Building AI That Sees Everything You Own

public/md/claims-library/team-stopped-questioning-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about microsoft research reveals that teams using
 url: "https://kbanc.com/claims-library/team-stopped-questioning-ai"
 date: "2025-11-07"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Your Team Stopped Questioning AI Six Weeks Ago

public/md/claims-library/the-person-keeping-claude-safe-just-quit-and-chose-poetry-instead.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about mrinank sharma, head of anthropic's safeguar
 url: "https://kbanc.com/claims-library/the-person-keeping-claude-safe-just-quit-and-chose-poetry-instead"
 date: "2026-02-11"
 topics: ["strategy", "tools", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The person keeping Claude safe just quit and chose poetry instead

public/md/claims-library/three-prompts-capture-expert-knowledge.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about this article provides a method for extractin
 url: "https://kbanc.com/claims-library/three-prompts-capture-expert-knowledge"
 date: "2026-01-12"
 topics: ["strategy", "tools", "business", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Three Prompts to Capture What Only One Person Knows

public/md/claims-library/training-your-ai-reflex-muscle-is-easier-than-you-think.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about ai adoption fails because of habit problems,
 url: "https://kbanc.com/claims-library/training-your-ai-reflex-muscle-is-easier-than-you-think"
 date: "2025-10-20"
 topics: ["strategy", "implementation", "tools"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Training your AI reflex muscle is easier than you think

public/md/claims-library/undetectable-writing.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about five techniques to make ai writing sound nat
 url: "https://kbanc.com/claims-library/undetectable-writing"
 date: "2025-05-27"
 topics: ["tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Make ChatGPT Writing Undetectable With Five Techniques

public/md/claims-library/vibe-code-professional-presentation-claude.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about learn how to quickly create professional, an
 url: "https://kbanc.com/claims-library/vibe-code-professional-presentation-claude"
 date: "2026-02-09"
 topics: ["tools", "strategy", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How to vibe-code a professional presentation with Claude in under 10 minutes

public/md/claims-library/vibe-coding-technical-expertise.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about where pure ai coding succeeds and where tech
 url: "https://kbanc.com/claims-library/vibe-coding-technical-expertise"
 date: "2025-11-04"
 topics: ["strategy", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # The Internal Tools You Can Vibe Code and the Ones That Will Cost You Later

public/md/claims-library/vibe-hackathons.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about experiential learning accelerates ai adoptio
 url: "https://kbanc.com/claims-library/vibe-hackathons"
 date: "2025-11-01"
 topics: ["strategy", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Vibe Hackathons Transform AI Adoption in Three Hours

public/md/claims-library/what-60k-a-year-schools-learned-about-ai.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about a study of ivy league universities' ai pilot
 url: "https://kbanc.com/claims-library/what-60k-a-year-schools-learned-about-ai"
 date: "2026-01-22"
 topics: ["strategy", "tools", "implementation", "measurement"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # What $60K-a-year schools learned about AI (so you don't have to pay tuition)

public/md/claims-library/whats-your-plan-for-26.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article discussing strategy and preparati
 url: "https://kbanc.com/claims-library/whats-your-plan-for-26"
 date: "2026-01-04"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # What's your plan for 26?

public/md/claims-library/when-leadership-says-go-but-means-figure-it-out-yourself.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article exploring why ai adoption initiat
 url: "https://kbanc.com/claims-library/when-leadership-says-go-but-means-figure-it-out-yourself"
 date: "2026-01-21"
 topics: ["strategy", "implementation", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # When leadership says "go" but means "figure it out yourself"

public/md/claims-library/when-the-patient-builds-better-ai-than-the-hospital.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about an article about how an individual used mult
 url: "https://kbanc.com/claims-library/when-the-patient-builds-better-ai-than-the-hospital"
 date: "2025-11-14"
 topics: ["strategy", "tools", "implementation"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # When the Patient Builds Better AI Than the Hospital

public/md/claims-library/your-team-uses-ai-daily-and-you-still-see-no-roi.md

@@ -4,7 +4,7 @@ description: "5 atomic claims about bcg's study of 1,250 companies reveals why h
 url: "https://kbanc.com/claims-library/your-team-uses-ai-daily-and-you-still-see-no-roi"
 date: "2025-10-18"
 topics: ["strategy", "measurement", "business"]
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Your team uses AI daily and you still see no ROI

public/md/faq.md

@@ -2,7 +2,7 @@
 title: "AI Adoption FAQ"
 description: "Evidence-based answers to the most common questions about AI implementation, ROI, adoption strategies, and avoiding costly mistakes."
 url: "https://kbanc.com/faq"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # AI Adoption FAQ

public/md/how-i-built-this.md

@@ -2,7 +2,7 @@
 title: "How I Built This Site"
 description: "A case study in AI-assisted development: how this site was built using Claude Code, optimized for GEO, and validated with systematic automation."
 url: "https://kbanc.com/how-i-built-this"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # How I Built This Site

public/md/index.md

@@ -2,7 +2,7 @@
 title: "Kamil Banc | AI Implementation Expert"
 description: "AI implementation expert helping organizations transform AI from decorative art into practical business machinery with measurable ROI."
 url: "https://kbanc.com"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Kamil Banc

public/md/lab.md

@@ -2,7 +2,7 @@
 title: "Lab"
 description: "Experiments and side projects from Kamil Banc."
 url: "https://kbanc.com/lab"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Lab

public/md/measuring-ai-roi.md

@@ -2,7 +2,7 @@
 title: "Measuring AI ROI: Frameworks for Quantifying AI Impact"
 description: "Practical frameworks for measuring AI impact and return on investment."
 url: "https://kbanc.com/measuring-ai-roi"
-generated: "2026-03-05"
+generated: "2026-03-06"
 ---
 
 # Measuring AI ROI: Frameworks for Quantifying AI Impact

public/sitemap.xml

@@ -2,19 +2,19 @@
 <urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9">
   <url>
     <loc>https://kbanc.com/</loc>
-    <lastmod>2026-03-05</lastmod>
+    <lastmod>2026-03-06</lastmod>
     <changefreq>weekly</changefreq>
     <priority>1.0</priority>
   </url>
   <url>
     <loc>https://kbanc.com/claims-library</loc>
-    <lastmod>2026-03-05</lastmod>
+    <lastmod>2026-03-06</lastmod>
     <changefreq>weekly</changefreq>
     <priority>0.9</priority>
   </url>
   <url>
     <loc>https://kbanc.com/claims-library/all</loc>
-    <lastmod>2026-03-05</lastmod>
+    <lastmod>2026-03-06</lastmod>
     <changefreq>weekly</changefreq>
     <priority>0.9</priority>
   </url>

src/app/about/page.tsx

@@ -12,27 +12,27 @@ import {
 } from "@/data/site-config";
 
 export const metadata: Metadata = {
-  title: "About Kamil Banc | AI Implementation Expert & Strategist",
+  title: "About Kamil Banc | AI Adopters Club",
-  description: "Learn about Kamil Banc's approach to AI implementation, his professional background in helping organizations adopt AI systems that generate measurable ROI, and his work with the AI Adopters Club community.",
+  description: "Background on Kamil Banc, AI Adopters Club, and the claims archive.",
   authors: [{ name: "Kamil Banc" }],
   openGraph: {
     type: "profile",
     url: `${SITE_URL}/about`,
-    title: "About Kamil Banc | AI Implementation Expert & Strategist",
+    title: "About Kamil Banc | AI Adopters Club",
-    description: "Learn about Kamil Banc's approach to AI implementation.",
+    description: "Background on Kamil Banc, AI Adopters Club, and the claims archive.",
     images: [{ url: `${SITE_URL}/kamil-banc-og.jpg`, width: 1200, height: 630, alt: "Kamil Banc" }],
   },
-  twitter: { card: "summary_large_image", site: "@kamilbanc", creator: "@kamilbanc", title: "About Kamil Banc | AI Implementation Expert & Strategist", description: "Learn about Kamil Banc's approach to AI implementation.", images: [`${SITE_URL}/kamil-banc-og.jpg`] },
+  twitter: { card: "summary_large_image", site: "@kamilbanc", creator: "@kamilbanc", title: "About Kamil Banc | AI Adopters Club", description: "Background on Kamil Banc, AI Adopters Club, and the claims archive.", images: [`${SITE_URL}/kamil-banc-og.jpg`] },
   alternates: { canonical: `${SITE_URL}/about` },
 };
 
 const jsonLd = {
-  "@context": "https://schema.org", "@type": "Person", name: "Kamil Banc", jobTitle: "AI Implementation Expert & Strategist",
+  "@context": "https://schema.org", "@type": "Person", name: "Kamil Banc", jobTitle: "Founder, AI Adopters Club",
-  description: "AI implementation expert helping organizations transform AI from decorative art into practical business machinery with measurable ROI.",
+  description: "Publishes AI Adopters Club and maintains a structured archive of AI claims and source material.",
   url: SITE_URL, image: `${SITE_URL}/kamil-banc.jpg`,
   sameAs: [LINKEDIN_URL, AI_ADOPTERS_CLUB_URL, X_URL],
   knowsAbout: ["Artificial Intelligence", "AI Implementation", "AI Strategy", "Digital Transformation", "Large Language Models", "LLM Integration", "Enterprise AI", "AI ROI Measurement", "Change Management for AI", "Prompt Engineering", "Generative AI", "AI Workflow Design", "Business Process Automation"],
-  hasOccupation: { "@type": "Occupation", name: "AI Implementation Expert", description: "Specializes in helping organizations implement practical AI systems.", skills: ["AI Strategy Development", "LLM Implementation", "AI Workflow Design", "Change Management", "ROI Analysis"] },
+  hasOccupation: { "@type": "Occupation", name: "Founder and advisor", description: "Publishes AI research and takes on selected advisory work.", skills: ["AI Claims Research", "AI Adoption", "AI Workflow Design", "Article Analysis", "Advisory Work"] },
   affiliation: { "@type": "Organization", name: "AI Adopters Club", url: AI_ADOPTERS_CLUB_URL },
   founder: { "@type": "Organization", name: "AI Adopters Club", url: AI_ADOPTERS_CLUB_URL },
 };
@@ -56,10 +56,10 @@ export default function AboutPage() {
                     <img src="/kamil-banc.jpg" alt="Kamil Banc" className="w-32 h-32 md:w-40 md:h-40 rounded-lg object-cover flex-shrink-0" />
                     <div>
                       <h1 className="text-4xl md:text-5xl font-bold mb-3">About Kamil Banc</h1>
-                      <p className="text-xl text-secondary">AI Implementation Expert & Strategist</p>
+                      <p className="text-xl text-secondary">Founder, AI Adopters Club</p>
                     </div>
                   </div>
-                  <p className="text-lg leading-relaxed">I help organizations transform AI from decorative art into practical business machinery. My focus is on real implementations that generate measurable value.</p>
+                  <p className="text-lg leading-relaxed">I publish AI Adopters Club, maintain this claims archive, and take on a small number of advisory engagements around practical AI adoption.</p>
                 </div>
                 <div className="border border-border rounded-lg p-6 lg:w-80 flex-shrink-0 space-y-4 h-fit">
                   <div>

src/app/ai-business-applications/page.tsx

@@ -28,7 +28,7 @@ const jsonLd = {
   author: {
     "@type": "Person",
     name: "Kamil Banc",
-    jobTitle: "AI Implementation Expert & Strategist",
+    jobTitle: "Founder, AI Adopters Club",
     url: "https://kbanc.com/about",
     image: "https://kbanc.com/kamil-banc.jpg",
   },