LLM Output Toxicity & Brand Safety Auditor
Audit LLM outputs for harm, brand misalignment, legal exposure, and geo-cultural risk — four structured rubrics with scored dimensions, deployment verdicts, and prioritised remediation actions for enterprise AI governance teams.
A 4-step agentic workflow pack for other 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 60 minutes.
- Score LLM outputs across 8 harm dimensions with calibrated 1–5 anchors — explicit harm, hate speech, sexual content, misinformation, manipulation, privacy, compliance, and self-harm
- Evaluate brand voice alignment across tone consistency, vocabulary, positioning, persuasion style, and inclusive language — with rewrite directives and a publish-ready verdict
- Flag legal exposure across consumer protection, IP, data privacy, sector-specific regulation, defamation, and EU AI Act requirements — with structured counsel briefing
- Check geo-cultural sensitivity for all listed target markets — flag legal prohibitions, religious taboos, political sensitivities, and localization gaps
- Each rubric chains to the next via hand-off notes — run the full suite in sequence or pick the dimensions relevant to your review
- Outputs are structured Markdown with composite scores, deployment verdicts, and prioritized action lists ready for compliance or legal hand-off
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 across 8 harm dimensions and returns a composite score out of 40 with a PASS, CONDITIONAL, or BLOCK verdict.
- Step 2
Brand Voice Alignment Scorer
Paste the LLM output and your brand voice guidelines — the scorer evaluates tone consistency, vocabulary register, positioning alignment, persuasion style, and inclusive language on a 1–5 scale.
- Step 3 · optional
Legal Exposure Flagging Rubric
Paste the LLM output, your deployment context, operating jurisdictions, and industry sector — the rubric scores across 6 legal categories and returns a CLEARED, REVIEW-REQUIRED, or COUNSEL-REQUIRED verdict.
- Step 4 · optional
Geo-Cultural Sensitivity Checker
Paste the LLM output, your target markets, product category, and content topics — the checker reviews for legal prohibitions, religious and cultural taboos, political sensitivities, and localization gaps across every listed market.
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.