LLM Output Toxicity and Brand Safety Auditor
Gate every customer-facing LLM output before production with a scored rubric across toxicity, brand voice, legal exposure, and geo-cultural sensitivity — giving AI governance, legal, and brand teams a defensible audit trail.
A 4-step agentic workflow pack for strategy 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.
- Score LLM outputs on an eight-dimension harm taxonomy with 1-5 anchors per dimension
- Produce a composite safety score and PASS / CONDITIONAL / BLOCK deployment verdict
- Evaluate brand voice alignment across five dimensions with rewrite directives
- Flag legal exposure across six categories with jurisdiction-specific regulatory frameworks
- Check geo-cultural sensitivity per market cluster with localisation directives
- Generate a full audit executive summary for governance board sign-off
- Composing prompts share hand-off notes so each stage builds on the previous verdict
- Explicit remediation actions ordered by severity for every blocked or conditional finding
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 $8 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
4 composable prompts you run in order — each one picks up where the last left off.
- Step 1
Toxicity and Harm Taxonomy Rubric
Paste the LLM output, your deployment context, target audience, and risk tolerance — the rubric scores all eight harm dimensions with cited evidence.
- Step 2
Brand Voice Alignment Scorer
Paste your brand voice guidelines alongside the LLM output and the toxicity hand-off note — the scorer evaluates five brand dimensions with cited spans.
- Step 3
Legal Exposure Flagging Rubric
Provide your operating jurisdictions, industry sector, and the combined audit summary from Prompts 1 and 2 — the rubric applies jurisdiction-specific regulatory frameworks to each exposure category.
- Step 4
Geo-Cultural Sensitivity Checker
Provide your target markets, product category, and the legal hand-off note — the checker clusters markets, scores five cultural dimensions per cluster, and cites the specific spans that drive each score.
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.