Skip to content
All articles
Engineering

How KuraChat keeps AI answers grounded in your content

An assistant that invents answers is worse than no assistant at all. Grounding is the whole game.

Large language models are fluent, which is exactly the problem: they will confidently produce something plausible even when they do not know. For support, that is unacceptable.

Retrieval first, generation second

Before the model writes anything, KuraChat retrieves the most relevant passages from your own content — your docs, FAQs, and uploaded files — and asks the model to answer strictly from them.

Scoped to your workspace

Retrieval is scoped to a single workspace. One customer’s content can never leak into another’s answers, and the assistant will not reach outside what you gave it.

If the answer is not in your content, the right response is “I am not sure, let me get a person” — not a guess.

Confidence and escalation

Every answer carries a confidence signal. Low confidence can trigger a handoff automatically, so uncertain questions reach your team instead of getting a shaky reply.

RS
Radu Stan
Writing at KuraChat

Radu builds the retrieval and answer pipeline behind KuraChat.

All posts by this author →

Leave a comment

Your email address will not be published. Required fields are marked *