Human-in-the-loop AI

AI decisions
should not
go live blind.

LoopDesk is the approval layer for AI workflows. Route AI-generated decisions through confidence and risk gates, then send the edge cases to a human before they ship.

INPUT DATA
AI SYSTEM
HUMAN
DECISION

Confidence is not accountability. Review is.

Edge cases ship

Most AI failures happen in the long tail. Auto-approval hides them until they explode.

Compliance demands signoff

Refunds, moderation, invoices, legal — somebody human still has to be on the hook.

Corrections are gold

Every human override is training data. LoopDesk captures it for prompt and model improvement.

How it works

  1. 01
    Submit
    Push an item from your AI pipeline into LoopDesk.
  2. 02
    Score
    AI returns suggestion, confidence and risk flags.
  3. 03
    Route
    Auto-approve, queue for review, or escalate based on rules.
  4. 04
    Decide
    Reviewer approves, edits, rejects — and that becomes the truth.

Built for review-heavy AI workflows

Customer support replies
Content moderation
Invoice classification
Legal summaries
Product copy compliance
Research summaries

Turn every correction
into better AI.

Get started free