From market evidence to
AI products people use.

What it covers

• A cheaper, faster model looked promising for OpenChair's Style Match feature. Incorrect assumptions and weak eval results stopped it from reaching customers.
• Specialist agents covered product framing, UX, engineering, review and release, but another agent opinion was not the same as independent judgement.
• Agent teams spread execution across more workers while concentrating responsibility on the human who approves the release and faces the customer.