Hi Product Hunt — I built Looplistic because teams deploying AI often know that people review decisions, but not whether that attention is going to the cases where it matters most.

Looplistic turns approved workflow data into a transparent picture of how humans and AI interact. It maps AI recommendations, human actions, outcomes, review effort, and mandatory-review rules; surfaces opportunities; creates evidence-linked test plans; and now measures control and treatment results with explicit guardrails.

It does not change production routing or claim causal impact from observational data. The goal is to help product and operations teams make safer, testable oversight decisions while keeping mandatory human checks intact.

The beta is free, and paid checkout remains disabled. I’d especially value feedback on the clarity of the recommendations, the experiment scorecards, and what evidence your team would need before changing an AI review process.

Hi Product Hunt — I built Looplistic because teams deploying AI often know that people review decisions, but not whether that attention is going to the cases where it matters most.

Looplistic

See where human oversight helps AI decisions most

See where human oversight helps AI decisions most