← All field notesCASE 02 / 05
Help developers modify real codebases with an AI pair-programming workflow.
01
Hypothesis
Happiest sponsor
Small engineering teams trying to standardize AI-assisted development
02
Hypothesis
Paid boundary
Shared policy, approved model routing, usage visibility, and rollout support
03
Inferred
Next validation move
Interview five teams with repeat usage before building any management surface
“Individual love creates adoption; team consistency creates a paid boundary.”
Now inspect your project