Notes on building software

What we are learning while shipping and running the Xocky portfolio — scoping, AI engineering, distribution and the unglamorous operating work in between.

AI SearchMarketing

Why brand citation tracking in AI search matters now

AI assistants now answer buying questions directly. If your brand is not cited in those answers, you are invisible to a growing share of the market — and traditional rank tracking will not tell you.

· 1 min read

EngineeringProduct

Shipping an AI-native product in six weeks

A six-week build is a scoping decision, not a heroic sprint. Here is how we structure the weeks, what we deliberately leave out, and how we keep quality high.

· 1 min read