Every agent answer points back to the claims behind it: source, timestamp, confidence, currency. So you stop debugging vibes and start debugging facts.
Do not auto-renew. Health score is stale (41d), usage is declining, pricing has an unresolved $25K mismatch, and the CSM flagged churn risk this week. Route to human review with all four signals attached.
Your agent does not fail loudly. It fails on the day someone outside your team looks - an auditor, a customer, a regulator. Four patterns we see every week.
A policy changes and the agent keeps citing last quarter's version. Retrieval is not the same as correctness.
Two sources disagree. The model picks one without telling you. The contradiction stays buried until the customer asks.
One wrong source feeds forty-three downstream answers. Nobody notices until the source is withdrawn and nothing updates.
When a decision matters, "the model said so" is not an answer. Every reply needs a statement, a source, a timestamp, and a confidence.
Four moments where the chain matters more than the text the agent retrieved.
"Why did the agent say that?" Always has a real answer with sources, timestamps, and confidence.
Two sources disagree. Both shown with timestamps. The agent doesn't pick one silently.
Policy moves, paper retracts, score flips. Every dependent reply lights up the same minute.
When agent confidence drifts from ground truth, the gap surfaces. No silent regressions.
"Do you encrypt customer data at rest?" Three ways to answer. Only one survives a real audit.
Last response said yes. Policy has changed twice. Nobody checked. Reviewer finds it.
Similarity wins. Audit doc contradiction silently dropped. Stale policy citation goes unflagged.
Answer cites current policy + audit. April response on policy v1 flagged for reissue. Conflict visible.
The product value is not the first answer. It is what happens after the answer when reality changes.
Salesforce says ARR is $500K. Billing says $450K. Three database architectures handle the same conflict very differently.
One row survives. The disagreement is invisible. Found out in next quarter's board deck, or never.
One vector returned. The other isn't surfaced. No timestamp, no source, no conflict signal.
Both claims preserved with timestamps and confidence. The conflict shows up where someone can resolve it.
AttestDB gives you the storage primitive for sourced, changing, contradictory knowledge. That is what enterprise agents actually need underneath them.