Limited beta · Human Oversight Intelligence
Know where humans should review your AI.
Looplistic analyzes production AI decisions, human corrections, and outcomes to identify where oversight should be increased, maintained, reduced, or specialized.
Start with a sanitized CSV in your browser. Read-only BigQuery and Snowflake connections are available for approved pilot testing.
Illustrative demoShipping 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
From production behavior to a clear action.
- 1
Connect production AI and human review data.
- 2
Detect repeated corrections and review patterns.
- 3
Fix AI problems or test reducing unnecessary review.
Use Looplistic with a real workflow—carefully.
Beta access is designed for product, research, and data teams evaluating human oversight decisions with sanitized or approved pilot data.
Local CSV analysis, read-only BigQuery, Snowflake pilot connections, transparent calculations, and controlled test plans.
No production routing changes, no simulated findings presented as real, and no durable account workspace until authentication is configured.
Use synthetic, de-identified, or organization-approved records. Do not upload regulated, confidential, or highly sensitive information during beta.
Current oversight → recommended oversight.
Supported by real review behavior and outcomes—not an opaque score.