Contamination Scanner: selling tools
Evidence for Contamination Scanner: 1. Evidence pack · 2. Answers to buyer questions · 3. Figures & benchmarks · 4. Selling tools · IHVRK kit · Learn it
The evidence is your best sales tool: a buyer can check it without trusting you. Press Copy on any box, fill in the [brackets] and send it, one person at a time.
What to send, and when
| When | Send this |
|---|---|
| First message | A short personal note with the kit page |
| They reply, "show me" | The live demo on a call, using the script below |
| "Send it to our engineer" | The kit and the evidence pack |
| Security review or questionnaire | The answers page. Never upgrade a NO to a YES. |
| Finance or procurement wants records | The figures page and figures.tsv |
| Ready to go ahead | The hand-off below. The founder does the contract, price and setup. |
Who to approach
- Head of ML: Inflated benchmark scores.
Questions to ask them
- Which benchmarks do you rely on?
- Have results disappointed in production?
30-second pitch
Contamination Scanner checks whether a model memorized the test it is scored on, so you don't buy a score instead of a model. We recorded 3 live checks, including 2 attack cases it had to refuse or flag, and every one matched. You can re-run them yourself without an account. Don't trust us. Check it: https://cainstudio.online/ihvrk-contamination-scanner.html
First email
Subject: did your model memorize its benchmark? Hi [first name], Contamination Scanner checks whether a model recites its benchmark word for word, compared with items it can't have seen. Live demo: https://cainstudio.online/guide-contamination-scanner-lab.html The evidence: We recorded 3 live checks, including 2 attack cases it had to refuse or flag, and every one matched. You can re-run them yourself without an account. Check it yourself: https://cainstudio.online/ihvrk-contamination-scanner.html [your name], working with FIRME AI CORPORATION [your postal address] If you'd rather not hear from me again, just say so and I won't write again.
LinkedIn connection note (under 300 characters)
Hi [name], we check whether AI models memorized their benchmarks. Happy to show it.
One follow-up, three days later (then stop)
Hi [first name], demo: https://cainstudio.online/guide-contamination-scanner-lab.html
Live demo call script
1. Show the normal case Do: Open https://cainstudio.online/guide-contamination-scanner-lab.html and run: Clean model: risk score 0.0 Say: Cleared: no false alarm. 2. Now the attack Do: Run: Memorizing model: risk score 1.0 Say: It recites every test item word for word. 3. Now the attack Do: Run: Memorizing model: all 5 items reproduced Say: Five of five recited. 4. Let them check you Do: Send the kit link and ask them to run python3 verify.py --live on their own computer. Say: They don't have to take your word for any of this. That's the point. 5. Say the limit yourself Do: The demo's control set is small; the reply says its confidence is low for fewer than 10 control items. Say: Say it before they ask. It costs nothing and it earns trust.
When they push back
The demo models are fake.
They are reference models built to show the method; your model is scanned in an engagement.
Why should I believe your numbers?
You shouldn't have to. Run the kit on your own computer: https://cainstudio.online/ihvrk-contamination-scanner.html. It re-sends every request and compares the answers, using no code of ours.
What doesn't it do?
Written down here: https://cainstudio.online/guide-contamination-scanner-limits.html
Are you SOC 2 or ISO certified?
No, we hold no certification. What we offer instead is evidence you can check yourself.
Has anyone independent tested it?
No third-party audit has been completed. The attack cases in the kit are our own. I'd rather tell you that now.
Who else uses it?
We are an early company. I can show you the product working and the evidence, not a customer list.
It found nothing. So we're safe?
No. It means none of its checks fired. It doesn't prove something is safe.
How much is it?
Sell Contamination Scanner as the $500 30-day pilot.
One-page summary (paste into a document or email)
Contamination Scanner by FIRME AI CORPORATION, a California corporation What it does Contamination Scanner checks whether a model memorized the test it is scored on, so you don't buy a score instead of a model. The evidence We recorded 3 live checks, including 2 attack cases it had to refuse or flag, and every one matched. You can re-run them yourself without an account. Recorded 2026-11-03. 3 live checks. Median round trip 0 ms including network; this is not a load test or an SLA. Check it yourself https://cainstudio.online/ihvrk-contamination-scanner.html Zip SHA-256: 1f21ab9ecccf0b6e88adaf5d5b068dc41ff03f67ce62f825f3249c6953a827cf Signing key fingerprint: 1cacdfc1fc2024b6bb4f8fb02c7c80f4a57f44c5adb11c507190781b5d613de3 Run: python3 verify.py --live (Python 3, no account, no code of ours) What it does not do Written down here: https://cainstudio.online/guide-contamination-scanner-limits.html What this is not Not a third-party audit, a certification or a guarantee. No SOC 2 or ISO certification is held. Contact [your name], working with FIRME AI CORPORATION, [your email]
After the call: the proposal email
Hi [first name], Thanks for your time. As discussed, here is what I suggest for Contamination Scanner. What you told me: [their problem, in their words] What we'd do: Sell Contamination Scanner as the $500 30-day pilot. Evidence you can check before deciding: https://cainstudio.online/ihvrk-contamination-scanner.html Answers for your security review: https://cainstudio.online/evidence-contamination-scanner-answers.html Figures for your files: https://cainstudio.online/evidence-contamination-scanner-figures.html Limits: Written down here: https://cainstudio.online/guide-contamination-scanner-limits.html Next step: [date], [who]. The founder, Vincent Noriega, handles contract and setup. [your name], working with FIRME AI CORPORATION [your postal address] If you'd rather not hear from me again, just say so and I won't write again.
Hand-off to the founder
To: vincent@firmeai.com Subject: Lead: Contamination Scanner - [company] Company: [company] Person: [name], [job title], [email] What they said: [paste their reply] Evidence already sent: https://cainstudio.online/ihvrk-contamination-scanner.html Price mentioned: [what you quoted, or none] Next date: [date]
The rules
- Send each message yourself, one person at a time. No bulk lists and no automated sending.
- Commercial email needs your real name, a real postal address and a way to opt out, and you stop when someone asks (US CAN-SPAM; many countries are stricter, so check yours).
- Never change a number, invent a customer, or say certified, audited or guaranteed.
- Only test a system the client owns or operates, after they confirm it in writing.
- Your share is agreed in writing with FIRME AI CORPORATION before your first message (email vincent@firmeai.com). Nothing here promises income. Most messages get no reply; that is normal.