AI Red-Team Operations Kit
Run adversarial testing of any LLM feature as a governed program, not a one-off. Five composing prompts calibrate a severity-and-confidence scoring rubric, grade raw red-team logs into verified evidence, produce a scored findings report, prioritize remediation by risk versus effort, and lock confirmed exploits into a re-runnable regression suite.
A 5-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 30 minutes.
- Calibrate a severity-and-confidence scoring rubric with explicit band anchors and a composite risk formula your whole team applies the same way
- Grade raw red-team transcripts into verified evidence, separating confirmed exploits from unproven assertions and flagging reproduction gaps
- Turn graded evidence into a scored findings report with severity band, confidence level, exposure, and a ranked composite risk score
- Prioritize remediation by risk versus effort with owners, mitigation layer, and deadlines so the team fixes the right things first
- Lock every confirmed exploit into a re-runnable regression suite so hardened behavior is verified and never silently regresses
- Runs the scoring layer on red-team output from any source — your own sessions, a bug bounty, or attacks generated by other kits
- Works in any chat model with no connected tools or special integrations required
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 $1039. The Lifetime Bundle is $149 one-time — you save $890 (86% 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.
Models tested: 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
Scope & Severity Rubric Builder
Describe the LLM feature, the attacker objectives in scope, and your deployment risk context, and receive a scoping document plus a calibrated scoring rubric — severity bands, confidence levels, an exposure modifier, and the composite risk formula, each with concrete anchor definitions.
- Step 2
Evidence Interrogator
Paste your calibrated rubric and the raw red-team logs — transcripts, notes, or tool output — and receive a graded evidence ledger: each candidate finding tagged confirmed, unproven, or duplicate, with the exact evidence quote, a confidence level, and any reproduction gap that must be closed.
- Step 3
Scored Findings Report
Feed in the calibrated rubric and the graded evidence ledger and receive a scored findings report: each confirmed finding gets a severity band, confidence, exposure modifier, and a composite risk score computed with the rubric formula — then the whole set is ranked highest-risk first.
- Step 4 · optional
Remediation Prioritizer
Paste the scored findings report and receive a prioritized remediation roadmap: each finding placed on a risk versus effort ranking with a specific fix, the mitigation layer it belongs to — input filter, output filter, system prompt, model choice, or monitoring — an owner role, and a target deadline.
- Step 5 · optional
Regression Suite Builder
Supply the confirmed findings and, if you have it, the remediation plan, and receive a regression suite as a structured table — each row a test id, the exact adversarial input, the expected safe behavior, a pass/fail criterion, and the severity tag it guards against.
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.