← All posts
AI Security How It Works

What's Actually Inside a $6K AI Security Audit (And Why Most Are Worth Less)

The deliverables, the findings, the report — and the checklist that scores any audit quote in five questions.

· 6 min read · By Mathew Gale

Short answer: a real $6,000 AI security audit hands you four things: a mapped attack surface for your deployed agent, manual prompt-injection and tool-misuse testing against it, a written findings report with reproductions you can hand to your engineers, and a prioritised remediation roadmap. If a quote near that number skips any of the four, it's a scanner run with a logo on it.

This page is the audit I sell, laid out in the open — because the honest way to buy one is to know what lands in your inbox at the end. I also keep a full sample report live on this site, so you can read the actual deliverable before you pay anyone anything.

What you should get for the money

A $6,000 flat-fee audit is roughly a week of senior human time plus report writing. Here's the deliverable list I work to (all of it visible in the sample report):

DeliverableWhat it contains
Executive summarySeverity counts (Critical / High / Medium / Low), a one-paragraph bottom line, and a go/no-go: whether the agent is production-ready for untrusted input
Methodology & rules of engagementExactly what was tested, what was off-limits, and how much of the surface was covered
Attack surface mappingEvery prompt entry point, retrieved-content path, tool schema, and data store the agent can touch
Findings with reproductionsEach finding: severity, the exact payload that triggered it, business impact, and a named ID like GALEOPS-2026-0047-C01
Prioritised remediation roadmapFix order by engineering effort, not just by severity — what takes a day vs. what takes weeks
Compliance gap analysisWhere the findings and controls sit against EU AI Act and NIST AI RMF, if you need the paper
Verification planHow to prove each finding is closed, and when to re-test

That list is the product. The price buys the hours it takes to do all seven items on your agent, not a PDF template.

What the findings look like

The sample report I publish walked one production-style LLM customer-support agent end to end. It came back with 1 Critical, 3 High, 4 Medium, and 2 Low findings. Three of them are worth naming because they're the ones I find on most agents:

The report also flagged quieter things: a broken output filter (homoglyph substitution walked right through it), no rate limiting on the chat endpoint, and file-upload OCR processing with no sandbox. None of these are model problems. All of them are the same software-security problems I've been fixing for 14+ years in enterprise IT, wearing a new protocol.

Why most audits are worth less

The market at the bottom end is $500–$3,000, and at that price you're usually getting one of two things: an automated scanner report, or a checklist review. Both share the same tells —

None of this means expensive audits are automatically better. It means the deliverable list is the price. A $50K engagement that skips tool misuse is worth less than a $6K one that includes it.

Five questions that score any quote

  1. Can I see a sample report before paying? If the answer is no, walk. Here's mine: /sample-security-report.html.
  2. Will you test the tools and retrieval paths, not just prompts? Ask specifically about tool-permission review and vector-DB/data-leak testing.
  3. Do findings come with reproductions? Payloads, steps, screenshots — things your engineers can run.
  4. Does the report include a remediation roadmap with effort estimates? Severity alone isn't a plan.
  5. Who names themselves in the report? You want a person with a track record, not a logo.

Where the $149 Snapshot fits

The $6,000 audit is the full engagement. If you want a taste of the methodology first, the $149 Snapshot runs 25+ targeted probes against one public endpoint and delivers a branded PDF plus a walkthrough video in 48 hours. And the $750 Risk Review deepens it — its full fee is credited toward the $6,000 audit if we move forward. You don't have to bet $6K on the first interaction.

FAQ

What exactly do I receive from a $6,000 AI security audit?

A mapped attack surface, manual injection and tool-misuse testing, a findings report with reproductions and named finding IDs, a prioritised remediation roadmap with effort estimates, and (where wanted) an EU AI Act / NIST AI RMF gap analysis. Everything above is in the published sample report.

How long does a $6K audit take?

Five business days from agreed scope and access. The remediation work is yours; for the sample report's Critical and High findings I estimated 3-5 engineering days, with the guardrail-layer changes needing 2-3 weeks.

Can an automated scanner replace the audit?

No. Scanners are good for breadth on the prompt layer, and I use tooling where it helps. But tool permission abuse, chained tool calls, and vector-DB leakage need a human who understands your business logic.

What if the audit finds nothing critical?

You still get the map, the tested controls that held, and the risks to monitor as your agent changes. A clean result is evidence for your board, not a wasted engagement.

Book a Free 15-Min AI Security Audit Call

We'll map your agent's attack surface together and see where it stands. No cost, no commitment.

Book the fit call →

Read next: AI Security Audit Pricing: Why a $6K Audit Is Worth More Than a $50K One · What Is an AI Security Audit? A Practical Guide

Or try the free AI Prompt Scanner · Read the sample report · ← Back to all posts