AI Business BrainGoverned operational intelligenceAssess your business
Menu

Acceptance standard

A convincing answer is not enough. Test the whole operating route.

The Business Brain assurance test checks whether the system remains useful and controlled when sources are stale, roles differ, records conflict, or an action fails.

Six tests that expose operational weaknesses.

Write the test cases before launch and repeat them after important source, model, policy, or integration changes.

Source authority

Ask questions where several plausible records exist. The system should use the designated authority and explain why supporting sources did not override it.

Evidence traceability

Open each citation and verify that the source directly supports the claim, belongs to the correct client or entity, and preserves the necessary context.

Permission boundaries

Repeat the same question as different roles. Restricted evidence must never reach the answer, citation, action payload, or audit view available to that person.

Freshness behavior

Use stale and recently changed records. The system should show dates, apply review rules, and avoid presenting expired material as current.

Conflict and uncertainty

Create contradictory approved records and incomplete evidence. The safe result is a visible conflict or limitation, not a confident compromise.

Approval, action, and audit

Verify who can approve, what exact change is attempted, how failure is handled, and whether the complete route can be reconstructed afterward.

Define acceptance in observable terms.

Pass

The result is correct, evidence is direct, access is appropriate, and the intended action completes under the agreed control.

Review

The answer may be useful, but uncertainty, source quality, permission, or workflow behavior needs a named resolution.

Fail

The result is unsupported, exposes restricted data, hides a conflict, bypasses approval, or leaves the business unable to reconstruct the outcome.

Readiness assessment

Which workflow should receive the first assurance test?

Score your sources, access rules, decision process, and workflow readiness. You will get a practical recommendation, not a generic maturity grade.

Assess your business