LoopQuest

Human-in-the-loop, gamified

Keep a human in the loop — without the boredom.

Your automation is fast and mostly right. The danger is the human who stops looking. LoopQuest is a universal layer — one API and a browser extension — that serves automation output to reviewers through gamified modules built to keep them sharp.

Explore the five modulesWorks with Zapier · n8n · UiPath · LangChain · custom scripts

The modules

The Swiper

Rapid binary validation

A Tinder-style deck that turns raw rows or JSON into stackable cards. Hotkeys or swipes approve or flag — UI stripped to only the variables that matter.

Best for
LLM sentiment, ticket triage, receipt/data extraction
Payoff
Drastically reduces review time per item

The Ghost Overlay

Visual & code diffing

Spot-the-difference for generated content. Hold space to flash between the human baseline and the AI output — hallucinations and layout breaks pop out instantly.

Best for
Site generation, visual regression, PDF formatting, code translation
Payoff
Surfaces microscopic visual & code changes

The Detective Engine

Narrative & rank progression

Reframes review as interrogating an AI suspect, not cleaning up a mess. Catch a hallucination, earn Insight Points, climb from Rookie to Chief.

Best for
Legal contracts, medical summaries, financial reports
Payoff
Increases long-term reviewer retention

The Decoy Matrix

Injected fake errors

The anti-bias layer. Middleware injects a synthetic error every 50–100 tasks. Catch it for a reward; miss it and the spell of automation bias breaks.

Best for
High-volume, high-accuracy pipelines: data entry, CRM sync
Payoff
Eliminates automation bias and blind approvals

The Arena

Accuracy-weighted leaderboards

Social productivity. A floating widget / Slack-Teams feed broadcasts standings, with missed errors heavily penalised so speed never beats accuracy.

Best for
Large QA, operations and BPO teams
Payoff
Drives engagement through healthy competition

One integration, any workflow

Automation engines POST their output (webhook / JSON) to the LoopQuest API. LoopQuest formats it into the right gamified module, collects the human verdict, and returns a webhook to your system — with the Decoy Matrix middleware optionally injecting test errors to keep reviewers honest.

  1. 1 · Ingest

    Engine sends output to the universal API or extension.

  2. 2 · Review

    Human judges it through the fitting gamified module.

  3. 3 · Return

    Verdict + metadata flow back to your pipeline.