AI-Output Auditor Rubric Kit
Run a defensible human review program over AI-generated deliverables: calibrate a weighted six-dimension rubric to your output class, decide how much to sample, score each deliverable to a ship-or-revise verdict with evidence, and roll the scorecards up into a root-cause fix plan.
A 5-step agentic workflow pack for operations built to run with ChatGPT, Claude, and Gemini. Open the Markdown files, fill the variables, and paste into your model. Most buyers get a reviewable result in about 20 minutes.
- Calibrate weights across six review dimensions to your exact deliverable class, using six starter archetype profiles and incident-driven adjustment rules
- Score every audited output 0-4 against observable anchors, with a weighted total, a band verdict, and an evidence quotation behind every number
- Force the calls that matter with auto-fail rules that override the score, so an unshippable output cannot pass on a good average
- Size the review program to the reviewer hours you actually have, with tiered sample rates, always-include triggers, and an honest capacity gap
- Prove the rubric is reliable before you trust its numbers, with an inter-reviewer agreement drill that rewrites the ambiguous anchors
- Trace repeated defects back to the generating prompt, the source pipeline, or the brief - and separate cures from catches in the fix backlog
- Leave an audit trail a stakeholder can read months later, with claim-level verification status and severity-ranked defects
Prompt Customization Service — optional help adapting variables and output to your brand voice. Choose your tier at checkout (not tied to this prompt's price).
This pack is $10 on its own. Buying every pack separately costs $1538. The Lifetime Bundle is $149 one-time — you save $1389 (90% off) and unlock every future pack free.
Get the Lifetime Bundle — $149Paste the license key from your receipt. It must match this prompt pack.
What ships with your purchase
Prompt files
Plain Markdown files with `{{variables}}` you fill in, ready to paste into ChatGPT, Claude, or Gemini. No setup, no tooling required.
Usage guide
Variable reference, model compatibility, examples, and customization tips so you can adapt the pack to your brand voice.
Lifetime updates
When we improve the pack, you get the new version automatically. Email support included with every purchase.
Works with: ChatGPT, Claude, Gemini.
The workflow inside this pack
5 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Audit Rubric Calibrator
You describe the deliverable your AI produces, who reads it, and what has gone wrong before.
- Step 2
Sampling and Review Cadence Plan
You list your AI workflows with rough weekly volumes and who consumes the output, plus how much reviewer time exists.
- Step 3
Deliverable Scorecard and Ship Verdict
You paste the calibrated rubric, the original brief, the AI output, and whatever source material the reviewer has.
- Step 4 · optional
Reviewer Calibration Drill
You paste scorecards where two or more reviewers scored the same deliverables.
- Step 5 · optional
Quality Trend Rollup and Root-Cause Fix Plan
You paste the period's completed scorecards plus a log of what changed - prompts, models, sources, staffing.
Perpetual (lifetime) use license
Your one-time purchase includes an ongoing right to use this prompt pack with the AI tools and models you control for your own and your clients' work — not for resale or public redistribution of the files as a product.
We keep the copyright
The prompt files, guides, examples, and bundled assets stay our copyrighted works (or our licensors'). Payment grants the limited license in our Terms only — it does not transfer ownership.
Need help adapting this prompt to your team? Add Prompt Customization Service at checkout.