My latest learnings.

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

Validate First?

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

Machine Learning

How I Learned Machine Learning Integration is About Labor, Not Intelligence

Machine Learning

How I Learned Machine Learning Integration is About Labor, Not Intelligence

How I Learned Market Readiness Beats AI Sophistication Every Time

How I Learned Pricing Tiers the Hard Way (And What Actually Converts)

How I Learned Quantitative PMF Surveys Don't Work for AI Products (And What Does)

How I Learned SaaS Free Trial Length Isn't What You Think (Real B2B Case Study)

How I Learned SaaS Free Trial Length Isn't What You Think (Real B2B Case Study)

How I Learned Shopify Marketplace Scheduling the Hard Way (And Why Manual Posting Still Wins)

How I Learned That 20-Step Zaps Are Less Powerful Than 5 Smart Ones (Real Client Experience)

AI Beta Testing

Traditional PMF?

How I Learned That AI Beta Testing for PMF Isn't About the Product—It's About Finding the Right Problem

How I Learned That AI Ethics Isn't Just PR - It's Your Survival Strategy

To Do With Tech

How I Learned That AI MVP Funding Has Nothing to Do With Tech (And Everything to Do With Distribution)

To Do With Tech

How I Learned That AI MVP Funding Has Nothing to Do With Tech (And Everything to Do With Distribution)

Vulnerable Product?

How I Learned That AI MVP Security Isn't What You Think (And Why Bubble Actually Gets It Right)

Vulnerable Product?

How I Learned That AI MVP Security Isn't What You Think (And Why Bubble Actually Gets It Right)

How I Learned That AI PMF Isn't What Everyone Says (My $XX,XXX Reality Check)

Business Reality?

How I Learned That AI Process Automation Actually Works (But Not How You Think)

How I Learned That AI Product-Market Fit Needs Different Metrics (Real Startup Experience)

How I Learned That Beautiful Websites Can Kill Your SEO (And How to Track the Recovery)

How I Learned That Beautiful Websites Can Kill Your SEO (And How to Track the Recovery)

Problem Validation?

How I Learned That Beta Cohorts Fail When You Test Features Instead of Problems

Breaking Process?

How I Learned That Better AI Model Validation Sometimes Means Breaking Your Own Process

How I Learned That Better Case Studies Are Actually Business Documentation

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