The reliability the field demands: the verified answer, source in hand

In the field, an assistant's real value comes down to one thing: being able to trust its answer — and verify it yourself at a glance. At 2 a.m., alone in front of a machine, a technician wants the official procedure. That's exactly where Manent concentrates its engineering.

What the research says

Research is clear on the path to trustworthy answers: the most solid route is grounding — making sure every claim rests on a verifiable source (Ji et al., 2023). The higher the stakes — and industrial maintenance is high — the more an answer's verifiability matters: an answer you can trace back to its page is worth infinitely more than one that's merely plausible.

The lesson the field has drawn is not "a bigger model," but a system that always shows where what it states comes from.

What we do at Manent

The whole engine is built to deliver the technician an answer they can rely on with their eyes closed — because they can reopen them on the page:

• The source first. When your documents contain the answer, Manent returns it as is, faithful to the text.
• Verified before it's shown. Every claim is checked against its sources; what appears is what's supported.
• Exact citation, always. File, section, page: the technician confirms it themselves, in a second. That's trust.
• A case outside what's documented? Manent cites what it has and connects you with your expert — the right person, at the right moment.
• Safety, word for word. Safety instructions are returned verbatim, as written in your documents.

References

1. Ji, Z. et al. (2023). Survey of Hallucination in Natural Language Generation. ACM Computing Surveys.
2. Work on grounding and citation-verified generation as a path toward reliable answers (2020–2025).