Software engineers & tech leads
Give agents the product context they keep trying to invent.
Engineering managers
Stop routing every product question through the same three people.
Founders
Keep the speed. Add enough product clarity to ship something people can use.
Product managers & owners
Make the intent survive the trip from discovery to implementation.
Product designers
Design from the story behind the flow, not just the ticket.
QA engineers
Test against what correct means, not just what the build happens to do.
Architects & platform teams
Make structural decisions from the domain, not just the diagram.
CTOs & engineering leadership
Scale AI execution without scaling product drift.