Truth check
Every important claim needs a source.
A number, name, date or law is checked against an appropriate source. Two model answers are not two sources.
30-Day AI Workflow Implementation
AI can complete a lot of activity and still be confidently wrong. This workflow separates work performed from a result someone can safely accept.
Truth check
A number, name, date or law is checked against an appropriate source. Two model answers are not two sources.
Acceptance check
A created file, queued message or green screen is insufficient. The correct destination must receive the correct thing.
Exception check
Money, publishing, deletion, privacy and commitments receive a boundary before automation.
Ownership check
Every route has a person who receives exceptions, approves changes and can stop the system.
Learning loop
Preserve the event, cause and correction so the system learns from reality rather than another assumption.
What must be true at the end
The technology can change. The acceptance test, boundary and accountable owner remain.
Verified personal result
3,177Measured in June 2026. This is Sam’s own result; it is not a client average or promise.