Human Oversight Intelligence

Know where humans should review your AI.

SignalBench analyzes production AI decisions, human corrections, and outcomes to identify where human oversight should be increased, reduced, or specialized.

Illustrative demo
Shipping creditsHumans review every case→Test reviewing 10%
Fraud disputesGeneral reviewers check these cases→Route to expert reviewers
Account closureAI handles these cases alone→Add human review
How it works

From production behavior to a clear action.

  1. 1

    Connect production AI and human review data.

  2. 2

    Detect repeated corrections and review patterns.

  3. 3

    Fix AI problems or test reducing unnecessary review.

Current oversight → recommended oversight.

Supported by real review behavior and outcomes—not an opaque score.