Real Stories of
AI in the Wild
An engineer's view from the front lines—how AI actually gets shaped, tripped up, and finally runs in real businesses.
Not Using AI? That Might Be Fine — But Only If You Have a Real Moat
Companies thriving without AI do exist. But their edge isn't "AI doesn't matter" — it's a structural moat. Is yours as deep as you think?
AI Adoption · Company ClarityAI Is Not Magic for Organizing Chaos
AI does not turn company chaos into clarity by itself. It only helps when the company can explain what matters, what is stuck, and what work is worth doing.
AI Business Models · Competitive StrategySix Patterns Where AI Actually Changes Competitive Structure
Outcome-based pricing, labor platformization, revenue engine shifts — six patterns with real numbers from Zendesk, Klarna, Pointerpro and more. Which one fits your company?
AI Tools · SMBWho's Really Getting Paid When You Pay That Monthly Fee?
Part of what you're paying for is their business model — not yours. Why Duda, N8N, Chegg, and Jasper optimize for their success, not yours.
Personal AI · MindsetGetting Started with AI: Amplify What You Already Do Well
Last post was about companies. This one is personal — the real first step isn't picking a tool, it's figuring out what you want AI to amplify.
AI Adoption · SMBThree Questions to Answer Before Adopting AI
Know AI matters but not sure where to start? Three questions that, once answered, will tell you exactly where your first step is.