LLM Agent Output PII and Secret Leak Scanner
Systematically audit every surface where your LLM agent can leak PII or secrets — reasoning traces, tool call payloads, logs, and final responses — and produce a compliance-ready redaction policy your AppSec team can hand to a GDPR or HIPAA auditor.
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 45 minutes.
- Map every output surface — reasoning traces, tool calls, logs, API responses — against your sensitive data types in one structured inventory
- Audit LLM reasoning traces for verbatim echo, context bleed, and credential serialisation patterns that output-only filters miss
- Scan tool call arguments and response payloads for overshared PII and secret propagation paths
- Identify log-level leakage including full prompt context captured by debug loggers that bypasses application-layer filters
- Produce a numbered, finding-cited redaction policy with implementation notes your engineering team can act on immediately
- Generate an audit evidence checklist for GDPR Article 25, HIPAA Minimum Necessary, and SOC 2 auditors
- Covers five distinct leakage surfaces in one coherent workflow — no other single prompt covers reasoning traces AND tool calls AND logs together
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
6 composable prompts you run in order — each one picks up where the last left off.
- Step 1
LLM Agent PII Surface Inventory Mapper
Paste your agent architecture description, sensitive data types, and output surfaces — get a classified data registry and exposure profile table you can hand to a privacy officer.
- Step 2
PII Surface Inventory — Deep Classification Pass
Paste the data registry and surface inventory tables from the previous step — get a full exposure matrix showing which data types can reach which surfaces and how.
- Step 3
LLM Reasoning Trace PII and Secret Audit
Paste a sample of your agent's raw reasoning trace output — get every PII and secret instance identified, classified by necessity, and mapped to a named leakage pattern.
- Step 4
Tool Call and Response PII Scanner
Paste a sample of your tool call and response logs — get a finding-coded table of every PII and credential instance in both outbound arguments and inbound payloads.
- Step 5
LLM Agent Log Output PII Reviewer
Paste a sample of your agent's log output and your retention policy — get a finding-coded table of every PII and credential instance, classified by log level and effective severity.
- Step 6
LLM Agent Redaction and Data Minimisation Policy Designer
Paste your consolidated audit findings and compliance requirements — get a set of numbered, implementable redaction rules with compliance basis, motivating findings, and implementation notes.
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.