Thinking

Notes on honest AI automation.

Short and specific. No hype, no stats we can't back.

Start here

The first conversation is free.

Tell me where the work leaks, in the factory office or on the quote desk. I will tell you honestly whether AI moves a number there, and what I would build first. If nothing is worth building yet, I will say so.