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25CAIN-42 Top 25 › AGENT-CI › Seller 2 · The niche

The niche: quality and safety testing for AI agents

Teams shipping agent updates regularly.

Why this niche exists now

What people use today, and where it falls short

What teams do todayWhere it falls short
AI judgesInconsistent.
Manual spot checksMiss path changes.

What makes AGENT-CI different

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Do not quote market-size statistics on a call.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:

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

Teams shipping agent updates regularly.

AGENT-CI tests a new version of an AI agent against the old one, case by case, on the answer and the path it took, with no AI judge.

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:

agent evaluation LLM regression testing agent evals LLM-as-a-judge problems

Sell it together with

Buyers rarely have just one problem. When this product fits, these often fit too:

ProductWhy it goes together
KEYSTONE CIgate code changes
Swarm KEYSTONEmulti-agent structure
Deterministic math gatessample sizes for agent tests

Rule: open with one product. Mention a second only after the first is agreed.

Next: who buys and where to find them →

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