Where observations become governed evidence.
The Workbench preserves what was observed, where it came from, what evidence supports it, and what an authorized Steward decided.
Stewardship Review
Reduce repeated inspection certificate entry
Two source segments support the candidate. One finance assumption remains unverified.
AI assists. People retain authority.
AI may organize evidence, expose possible relationships, and propose candidate objects. Authorized people determine credibility, priority, acceptance, and Commitment. Missing evidence remains visible instead of being converted into manufactured certainty.
The record must identify the Customer and Supplier in this Commitment.
Who is the Customer? Who is the Supplier? What does the Customer expect? What did the Supplier accept? What evidence demonstrates Quality? Who accepts the resulting Value? Did either role change during execution?
Every calculated box must expose its records, filters, timebox, and arithmetic.
A viewer should be able to go one turtle down and understand exactly what produced the number.
AI proposes. Governed stewardship accepts.
The customer governs its approved enterprise AI tenant, credentials, retention, region, and permitted classifications. QBox does not claim production grade identity removal or silently route evidence to a shared 5 Angles AI account.