LOOPDESK 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.
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 01
Submit
Push an item from your AI pipeline into LoopDesk.
02
Score
AI returns suggestion, confidence and risk flags.
03
Route
Auto-approve, queue for review, or escalate based on rules.
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 LoopDesk — The approval layer for AI workflows. AI drafts. Humans decide.