Adoption readiness
Test whether a use case has an owner, workflow fit, risk boundary, data path, escalation route, and measurement loop.
Frameworks for the work after the demo.
A compact library of questions and operating models for leaders who need AI adoption to become safer, clearer, and more useful work.
Handoff boundary
Name the moment where AI output becomes human judgment, customer consequence, or operational liability.
Operating proof
Define what would prove the work is better: speed, quality, trust, recovery, consistency, capacity, or margin.
If the tool works in a demo but fails in the business, what part of the operating system was missing?