The niche: drift and loop control for long-running agents
Teams running long, multi-step agents.
Why this niche exists now
- Companies are giving AI agents real access to systems.
- Buyers and auditors now ask what controls exist.
What people use today, and where it falls short
| What teams do today | Where it falls short |
|---|---|
| Trust the agent | No check before the action. |
| Manual review | Slow, and skipped under pressure. |
What makes CAIN PathCorrection different
- Checked live before the action.
- A recorded verdict for every decision.
- Fails closed when unsure.
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Do not quote market-size statistics on a call.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 AI agents where agents run long multi-step tasks?
- What would one bad action cost?
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 running long, multi-step agents.
PathCorrection spots agents stuck in loops or drifting off task and hands back a reminder of the goal.
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 loops token waste long-horizon agents
Sell it together with
Buyers rarely have just one problem. When this product fits, these often fit too:
| Product | Why it goes together |
|---|---|
| CAINBudget | a hard spending limit per agent |
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.