My latest learnings.

My posts on Growth / SaaS / Ecomerce / Website / AI.

How I Learned AI Pricing Optimization is About Data Patterns, Not Magic

How I Learned AI Security Isn't What Most Startups Think It Is (6 Months of Real Testing)

How I Learned AI Security Isn't What You Think (Real Implementation Story)

More Than It Reveals

How I Learned Cross-Device Tracking Lies More Than It Reveals (Real Client Data)

More Than It Reveals

How I Learned Cross-Device Tracking Lies More Than It Reveals (Real Client Data)

Dataset Quality

How I Learned Dataset Quality Beats AI Complexity Every Time (Real Lindy.ai Experience)

How I Learned Distribution Beats Everything (And Grew Revenue 10x)

How I Learned Distribution Beats Everything (Including Perfect Products)

How I Learned Distribution Beats Perfect Inventory: A Contrarian Approach to E-commerce Growth

How I Learned Distribution Beats Perfect Products (Real Channel Testing Results)

How I Learned Distribution Beats Product Quality Every Time (Real Client Examples)

Facebook Marketplace

How I Learned Facebook Marketplace Integration Is NOT What Most Shopify Stores Need

Facebook Marketplace

How I Learned Facebook Marketplace Integration Isn't "Free" for Shopify (Real Cost Breakdown)

How I Learned Framer SEO After 7 Years of Building "Ghost Town" Websites

How I Learned Framer SEO After 7 Years of Building "Ghost Town" Websites

How I Learned GDPR Compliance by Breaking It: A Freelancer's $50K Lesson

How I Learned GDPR Compliance the Hard Way (And Built Forms That Actually Convert)

How I Learned GDPR Compliance the Hard Way (And Built Forms That Actually Convert)

How I Learned GDPR Compliance the Hard Way (And Built a Bulletproof Newsletter System)

How I Learned GDPR Compliance the Hard Way While Building AI Outreach Systems

How I Learned GDPR Compliance with AI Tools the Hard Way (And What Every Business Needs to Know)

How I Learned Growth Loops Are NOT the Silver Bullet Everyone Claims (Real Experience From 3 Failed Attempts)

How I Learned LLMs Don't "Understand" Context (And How to Work With Them Anyway)

Validate First?

How I Learned MVP Validation Should Happen Before Building (Not After)

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