Limited beta · Human Oversight Intelligence

Put human attention where AI needs it most.

Looplistic analyzes how humans and AI work together, identifies where oversight or reliance should change, and recommends evidence-based actions.

Start with a sanitized CSV in your browser. Read-only BigQuery and Snowflake connections are available for approved pilot testing.

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 AI actions, human decisions, and outcomes.

  2. 2

    Diagnose review allocation and when humans trust or override AI.

  3. 3

    Compare oversight plans and test evidence-based changes.

Limited beta

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.

Available now

Local CSV analysis, read-only BigQuery, Snowflake pilot connections, transparent calculations, and controlled test plans.

Beta boundaries

Signed-in accounts support account-scoped usage and saved workflow decisions. Uploaded rows and browser-local workflow definitions are not synchronized across devices. Looplistic does not change production routing.

Bring safe data

Use synthetic, de-identified, or organization-approved records. Do not upload regulated, confidential, or highly sensitive information during beta.

Current oversight → recommended oversight.

See where review is over- or under-allocated, where human intervention matters, and when people may over-rely on or unnecessarily override AI.