TL;DR: In AI SaaS, “users” and “buyers” are often different people. Use ABCDX to map real decision power, not vibes.
June 15, 2026
//5 min read
I write about AI, marketing, product strategy, and the practical lessons behind building internet businesses.
Read the blogI’m an entrepreneur and marketer building practical products, tools, and systems. This site is my working notebook: lessons from launches, AI visibility, customer segmentation, Product Hunt, productivity, and the uncomfortable parts of making useful things.
TL;DR: In AI SaaS, “users” and “buyers” are often different people. Use ABCDX to map real decision power, not vibes.
June 15, 2026
//5 min read
Why Most AI Tools Will Fail (And What Survives) TL;DR: Most AI tools fail because they chase novelty instead of a workflow, a buyer, and distribution. The survivors solve one
June 15, 2026
//4 min read
I came across this idea that really made me stop and think. It’s about how most people write content online — and why AI often gets it wrong when it talks about their brand.
January 6, 2026
//1 min read
You know what's the funniest thing about me trying to learn something new? I always started like an action hero—with big plans and crazy motivation. "I'm gonna program for 8 hours
July 24, 2025
//2 min read
If I could talk to my 25-year-old self, I wouldn't lecture. Your head was already a mess of ambitions, anxiety, and the desire to please everyone and prove you were worth
July 8, 2025
//2 min read
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Fix typography: replace straight quotes with curly quotes, fix dashes, remove extra spaces.