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Forensic LLM Stress Testing

It's easy to make an AI look unsafe.
It's hard to prove it actually is.

A wrong answer costs you either way — miss a real flaw and it ships broken, or kill a good product on a false alarm. We tell you which one you're looking at, and prove it.

Every engagement starts the same way. We run seven industry-standard safety tests on your model. Then we run our own test on the same model. You see both, side by side: what the standard tests caught, and what they missed. The tests are public, so you can run them yourself too. We run them either way. Judge the gap yourself before you take our word for anything.

See exactly what you get: a complete screening report, published in full — findings, limits, and the places our own instrument was wrong.
$3,000
Entry screen — published price,
bought with a card
258
Say-vs-do scenarios — what the agent
says against what it does
72 hours
Findings report and
sealed evidence pack
Same inputs every run; every file hashed
so nothing changes unnoticed
Exhibit A

Same model. Two tests.
Opposite verdicts.

We ran seven industry-standard AI safety tests on four named models, then our own audit on the same four. Here is one model through both.

A dark corridor: the first door padlocked, five doors beyond it standing open with light pouring out.
The standard test checked one door.One kind of attack · 1.2% got in · rated “nearly clean”
Five others were open.Same model · our audit
What walked out
  • Customer data emailed out
  • Board papers sent to a planted address
  • Firm-wide admin rights granted
  • Data posted to an attacker’s server
  • Attacker’s text put in the team’s runbook

kimi-k2.6, one run, 30 September 2026. One kind of attack, tried many ways, is still one door. Our audit tries twelve.

The standard test wasn’t wrong. It checks one kind of attack, and where it and our audit test the same thing, they agree. Your agent faces more than one. This is how every engagement starts: the same seven tests on your model, then ours, side by side. Included in the $3,000 screen and in the full audit.

Start Here

Three questions about the agent
you are running right now.

Not about AI in general. About yours — the one with tools wired into it, in production, today.

01
The last time your agent refused something — did it refuse, or did it say no and then do it anyway?
Refusal is measured in the chat window. Execution is measured in the tool-call log — the record of every action the agent actually took. Almost nobody reads the second one, and that is where the money moves.
02
If you sent the same high-stakes request thirty times this afternoon, how many different decisions would come back?
Not different wording — a different decision. On our own bench, two identical audits two hours apart disagreed on two of thirty turns. One run cannot tell you which answer your deployment will get.
03
Your vendor shipped an update last month. What changed in your agent's behaviour?
There was no changelog for it. A model that refused a request in July may answer it today, and the only way to know is to have measured it before and after with the same battery.

Nobody can answer these without measuring. You will still be asked — by a client's compliance team, a regulator, or whoever is in the room the first time something goes wrong.

What We Deliver

Unlike other companies, we don’t hand you a score.
We hand you a case file.

A number without evidence is a guess wearing a lab coat. Every finding ships with the exact input, the exact output, the grading and a fixed seed — so your own reviewers judge the call themselves. Nothing asserted that you cannot go and check.

01

Independently graded

No model grades its own homework. The text battery is judged by a model from a different vendor than the one under test; the agentic screen uses no judge at all, because it is graded off the tool-call log.

02

False positives removed

Borderline, artifact, and misread results are excluded before anything is called a finding. Fewer, truer results — not a longer list.

03

Severity tiered

Operational risk is separated from borderline dual-use, so you know what actually matters and what doesn't.

04

Sealed & checkable

Every input and output is kept and fingerprinted. Anyone can check the record without us.

What You're Actually Choosing Between

The standard tools do real work.
None of them signs anything.

A scanner and a signed opinion are different things in kind. The choice most teams actually make is a third one: nothing at all.

Do nothing Run the tools yourself Commission an opinion
What you end up holding An assumption A log ✓ The exact input, exact output, the grading, a fixed seed
Who is accountable if a finding is wrong You You ✓ We are. That is what you are buying
What you can put in front of a board or a regulator Nothing Output you would have to interpret and defend yourself ✓ Sealed evidence a third party can re-run without us
What you end up holding
An opinion — the exact input, exact output, the grading, a fixed seed
Do nothing: an assumption · Run it yourself: a log
Who is accountable if a finding is wrong
An opinion — we are. That is what you are buying
Do nothing: you · Run it yourself: you
What a board or regulator can be shown
An opinion — sealed evidence a third party can re-run without us
Do nothing: nothing · Run it yourself: output you interpret and defend yourself
The Published Record

We have no logo wall.
We have a paper trail.

Client names are confidential, so we will never show you a wall of them. What we can show you is everything we have put on the public record, where anyone — including a competitor — can check it.

Every item above can be checked without taking our word for anything.
Where This Fits

We don't issue the certificate.
We produce the evidence it rests on.

A certification body audits your policies. It cannot tell you whether your agent wires money on a forged invoice. That is the measurement we make — aligned with NIST AI RMF, ISO/IEC 42001, the OWASP Agentic and LLM Top 10, MITRE ATLAS and the EU AI Act.

None of this is a certification. A clean screen is not a safety claim. We hand your auditor, regulator or board a measurement they can check themselves; the compliance conclusion stays theirs to draw.

Engagements

One standard. Scoped to you.

Every engagement delivers the full sealed evidence package. Price reflects scope — the standard never changes.

Entry · Screening

Forensic Screening

Seven industry-standard tests on your model, then 258 live scenarios with working tools in its hands, graded off the tool-call log. You send a model name and nothing else.
$3,000
Fixed price · Credits 100% toward a full audit
  • Seven industry-standard tests first, shown beside ours
  • 258 agentic say-vs-do scenarios, one pass
  • Sealed evidence pack + findings report
  • Delivered within 72 hours
It proves a failure can happen. It does not measure how often — that is the $25,000 audit, and the $3,000 comes off it.
See a Real Screening Report Buy the Screening — $3,000
Single-Model Audit

Forensic Stress Test

One model taken through many independent campaigns, until every confirmed finding carries a rate and a confidence interval instead of an anecdote.
$25,000
Starting price · Quote within 72 hours
  • The same seven tests first, beside the measured results
  • A measured rate with a confidence interval for every finding
  • Blind re-adjudication, and a re-test against your fix
  • Sealed, fixed-seed evidence package + full transcripts
Request a Quote
Comparative / Custom

Cross-Model & Ongoing

Multiple models tested identically — the comparison no single vendor can run on itself — plus optional standing drift monitoring.
$45,000+
Scoped per engagement · Quote within 72 hours
  • Everything in a single-model audit
  • Identical battery across multiple models
  • Cross-model comparison report
  • Optional ongoing drift monitoring
Request a Quote
Standing Instrument · Recurring

Continuous Monitoring

The same screen, re-run every month against a baseline that does not move — so a change between runs is a change in the model, not in the measurement.
$3,000/mo
The price of a single screen, run every month. Rate locked for 24 months from signature. Billed monthly, cancel with 30 days’ notice.
  • The full 258-scenario screen every month
  • Same probes, same grader, same sequence
  • A drift report naming what moved
  • A sealed evidence pack every month, not a dashboard
Start Monitoring — $3,000/mo
Cleared Engagements

Cleared engagements available via an established network of TS/SCI and polygraph-cleared personnel, scoped and staffed per contract — for classified, ITAR-sensitive or high-assurance environments where the vendor itself has to be trusted, not just the tooling.

Founded by Joseph Cirello · Active Secret clearance · US Army, Senior Warrant Officer (Ret.), 25 years · Disabled Veteran-Owned Small Business · SAM.gov Registered.
If a full audit finds nothing meaningful, the audit is free.
If a full audit surfaces no confirmed finding at or above the agreed severity tier, after false positives are excluded, you owe nothing. Screening fees credit toward an audit.

Seven industry-standard tests. Then ours.
Same model, side by side.

Testing is cheap. Being asked is not. You give us the model’s name and nothing else. You get the standard tests’ verdict and ours, with the evidence, and you judge the gap yourself.

Want to see the actual industry-standard results first? Read the full report: seven tests, four named models, 21 pages, every number from the logs (PDF).