AI Guardrail Bypass Red-Team Kit
Systematically probe your AI guardrail implementation before it hits production or audit. Five composing prompts generate a full attack taxonomy, targeted bypass scenarios, multi-turn escalation scripts, an evidence capture template, and a prioritized remediation plan — so you can demonstrate robustness to regulators, not just hope for it.
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 45 minutes.
- Generate a structured attack taxonomy covering roleplay misdirection, encoding attacks, indirect injection, emotional manipulation, and logic traps — not just generic jailbreaks
- Build targeted bypass scenarios from your actual guardrail spec, so every test maps to a real policy boundary
- Design multi-turn escalation scripts that simulate how real adversaries gradually erode a guardrail across a conversation
- Capture bypass evidence in a regulator-ready template with severity ratings, reproduction steps, and CVSS-style impact scores
- Produce a prioritized remediation plan ranked by exploitability and regulatory exposure for EU AI Act and NIST AI RMF audit readiness
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 $935. The Lifetime Bundle is $149 one-time — you save $786 (84% 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
Attack Taxonomy Generator
Paste in your guardrail spec and system prompt, and receive a full attack taxonomy organized by vector family — roleplay misdirection, encoding attacks, indirect injection, emotional manipulation, and logic traps — each with named technique variants and an exploitability rating.
- Step 2
Bypass Scenario Builder
Select the attack vectors and technique IDs from the taxonomy output and receive concrete bypass test cases — each with an exact prompt payload, the guardrail boundary it targets, the expected blocked response, and a pass/fail verdict criterion.
- Step 3
Multi-Turn Escalation Designer
Input a target bypass scenario and receive a scripted multi-turn conversation showing how an adversary would prime, anchor, and gradually escalate toward the guardrail boundary across 4–8 turns — including the exact user message at each step and the guardrail signal to watch for.
- Step 4
Bypass Evidence Capture Template
Paste your raw red-team notes and test results and receive a structured evidence report for each finding: a finding ID, attack vector, exact reproduction steps, observed vs. expected behavior, severity rating (Critical/High/Medium/Low), CVSS-style impact score, and regulatory exposure mapping to EU AI Act or NIST AI RMF controls.
- Step 5 · optional
Remediation Prioritizer
Paste the completed evidence report and receive a prioritized remediation roadmap: each finding ranked by a composite score of exploitability, regulatory exposure, and implementation effort, with a specific fix recommendation, the guardrail layer it targets (input filter, output filter, system prompt, monitoring), and a suggested owner role.
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.