CainDrift, explained for beginners

CainDrift catches answers that changed meaning when you switched AI models, before customers do.

No AI background needed. Read this page (3 minutes), then try the three live demo tools, then the copy, paste, send page and the six-page seller's guide.

What it is

Companies regularly swap the AI model behind their chatbot or agent for a newer or cheaper one. The new model usually sounds just as good, but some answers quietly change meaning: "No, only within 30 days" becomes "Yes, any time". Nobody notices until customers act on it.

CainDrift takes pairs of old and new answers to the same questions and flags the ones whose meaning changed: yes/no flips, different numbers, lost negations. The same answer in different words is not flagged.

An everyday comparison

A proof-reader comparing two editions of a contract and circling only the clauses whose meaning changed.

How it works, in 4 steps

Run your test questions on the old and the new model.
Send the pairs of answers to CainDrift.
It flags meaning changes, not wording changes.
Overall verdict: REGRESSION or not, with each flagged answer.

Try it now

Open the three live demo tools → Every button sends a real request to the live product and shows the real answer.

See it on the homepage: CainDrift section →

Who it is for

Companies running customer-facing chatbots or agents that change models.

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.