Notes from the marketplace. Updates and ideas.

Pricing AI work is different from pricing software. Output is fast. Value is real. Here is a practical framework for finding the right number.

After reviewing hundreds of listings, patterns emerge. Here is what makes buyers click — and what makes them move on.

The shift is quiet and fast. Voice agents are entering real business workflows at a pace most people have not noticed yet.

Not all automations are equal. The difference between a brittle workflow and a robust one comes down to a few design decisions.

A content system should run without you. This is how to build one that does — and how to know when it is actually working.

A walkthrough of turning a working AI tool into a polished marketplace listing. The steps, the decisions, and what to skip.