Data Quality Incident Harness Playbook
When wrong numbers have already reached dashboards, board decks, invoices and trained models, run the data-incident loop end to end: classify the failure and bound the corruption window, trace which consumers the bad values reached and where they are now frozen, decide per audience what must be formally restated versus quietly corrected, sequence a gated backfill with real verification, draft the correction notice for people who already acted, and close the detection gap that let it run silent.
A 6-step agentic workflow pack for coding 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 15 minutes.
- Classify the failure into one of nine data-incident classes and bound the corruption window from evidence, not guesswork
- Score severity by decision exposure instead of row count, so a small billing error outranks a huge sandbox one
- Trace every consumer the bad numbers reached and separate self-healing dashboards from frozen decks, invoices and trained models
- Decide per audience what needs a formal restatement, a notice, a targeted heads-up, or a silent fix, using a weighted five-factor model with overrides
- Sequence a staged backfill where every stage has a verification gate, a stop condition and a rollback
- Draft correction notices that tell each reader exactly which of their own decisions to re-examine
- Close the detection gap with framework-neutral checks mapped across seven detection layers
- Log a cross-incident ledger entry with a silent-duration target you can hold the next incident to
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
6 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Data Incident Triage and Corruption Window Classifier
Paste the alert or the message from whoever spotted the wrong number, the affected tables, and your recent pipeline changes.
- Step 2
Blast Radius and Consumer Trace
Feed in the triage result plus your lineage export and your inventory of dashboards, scheduled reports, syncs and training jobs.
- Step 3
Restatement vs Silent Correction Decision Engine
Paste the blast radius map, the measured size of the error, and what people already decided on the wrong numbers.
- Step 4
Backfill and Verification Sequencer
Give it the correction decision, your dependency graph and schedules, the confirmed defect and fix, and any freeze windows or cost limits.
- Step 5
Correction Notice Composer
Paste the tier decisions, the wrong-versus-corrected figures, who is being told on which channel, and the verified repair status.
- Step 6
Detection Gap and Prevention Ledger
Feed in the closed incident record, your current test and monitor definitions, and how the problem was actually noticed.
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.