CAIN-42 CLAWXThe niche: deterministic checks for AI teams
Data and AI teams who need trustworthy numbers rather than AI-judged ones.
Why this niche exists now
- AI teams run many experiments.
- Fairness questions come up in AI decisions.
What people use today, and where it falls short
| What teams do today | Where it falls short |
|---|---|
| Spreadsheets | Error-prone. |
| AI judgement | Not recomputable. |
What makes Deterministic math gates different
- Plain maths.
- Recomputable.
How big is the opportunity?
Do not quote market-size statistics on a call. Most published figures are surveys or vendor estimates, and a smart buyer will ask for the source. Size the opportunity per prospect instead, with these questions:
- Do you run A/B tests on prompts or models?
- Do your AI decisions affect people?
If the honest answers are "no" or "not yet", they are not a buyer today. Note it and move on; that is good selling, not failure.
Explain the niche in 30 seconds
Data and AI teams who need trustworthy numbers rather than AI-judged ones.
Math gates give same-input, same-answer checks for pipelines, A/B tests and fairness that anyone can recompute.
Practise saying this out loud until you can do it without reading. Then say it in your own words.
Words your buyers use
These are the phrases people in this niche type into search engines and use in posts and job ads. Use them to find prospects (page 3) and to talk their language:
A/B test sample size disparate impact four-fifths rule DAG validation
Sell it together with
Buyers rarely have just one problem. When this product fits, these often fit too:
| Product | Why it goes together |
|---|---|
| AGENT-CI | agent release tests |
| VeriCoding (Z3) | proofs for code |
| Verify-yourself page | recompute-it-yourself proof |
Rule: open with one product. Mention a second only after the first is agreed.
Next: who buys and where to find them →
FIRME AI CORPORATION · CAIN-42 is a Byzantine trust fabric. Numbers marked "our own check" were run by us, not by an independent party. Nothing on these pages is a certification.