Capability
Human-in-the-Loop Review
Human-in-the-Loop Review routes low-confidence or high-stakes decisions to the right reviewers with the evidence and reasoning attached. It keeps human judgment in the loop exactly where automation should not act alone.
Escalate the uncertain cases to people with full context.
Full automation is the wrong answer for genuinely uncertain or high-consequence decisions. Human-in-the-Loop Review uses the trust layer’s signals to decide when a person must weigh in, escalating cases that fall below a confidence threshold or touch a sensitive policy while letting clearly reliable outputs proceed without friction.
Reviewers receive context, not raw outputs. Each escalation arrives with the trust score, the evidence behind the claims, the contributing signals and any policy that triggered the review. Because the Proofence Engine assembles this reasoning up front, people spend their time judging the hard part rather than reconstructing what the AI did.
Human decisions feed back into the record. Every review, its outcome and its rationale are captured alongside the automated signals, creating a complete account of how a decision was reached. This closes the loop between machine assessment and human accountability instead of treating them as separate systems.
The capability scales oversight rather than replacing it. By reserving human attention for the cases that need it and equipping reviewers with full context, organizations maintain meaningful control over AI without becoming a bottleneck on everything the AI does.
What it delivers
Targeted escalation
Only low-confidence or high-stakes decisions route to people, while reliable outputs proceed without friction.
Context-rich review
Each case arrives with its trust score, evidence and triggering policy so reviewers judge, not reconstruct.
Decisions on record
Human outcomes and rationale are captured beside automated signals for a complete account of each decision.
Scalable oversight
Reserving attention for the cases that need it keeps human control meaningful without creating a bottleneck.
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