Hominis·RAG

§ Retrieval-augmented document intelligence

From documents
to answers.

Point it at your contracts, papers, or reports and ask. Hominis answers only from what it actually found — with a citation for every claim, and an honest “the documents don’t say” when they don’t. ReAgent does the retrieval and runs the work in a sandbox.

Grounded
in your sources
Cited
claim by claim
Honest
about the gaps
Private
your data stays close

A search box finds passages. A chatbot sounds confident. Neither tells you when the answer simply isn’t in your documents. Document intelligence should read what you gave it, cite where it looked, and stop where the evidence stops.

01

Read, reason, and show the receipts

Three steps, one loop — from the passages it pulls, to the reasoning over them, to a claim you can trace back to the page it came from.

  • 01

    Retrieves what’s relevant

    ReAgent indexes your corpus and pulls the passages that actually bear on the question — no answering from memory, no guessing past the evidence.

    Powered by ReAgent

  • 02

    Reasons over the evidence

    Hominis weighs what it retrieved and checks whether it’s enough. When the passages don’t support an answer, it abstains instead of confabulating one.

    Epistemic honesty, by design

  • 03

    Cites every claim

    Each answer carries a pointer back to the source clause, page, or paragraph — so a colleague, an auditor, or you in six months can check it in one click.

    Traceable, every answer

02

What an honest answer looks like

The same restraint the Hominis model is known for, now pointed at your documents. Pick a case.

The question

What is the termination notice period in our master services agreement?

Hominis

Sixty days’ written notice, per §12.2.

MSA_2025.pdf · clause 12.2
Grounded

It answers only from what it retrieved, and points you to the exact clause so you can verify it yourself.

The reasoner

Hominis — built to know its limits.

A foundational reasoning model trained on high-signal knowledge, tuned to notice the edge of what it knows. It would rather abstain than hand you a confident fabrication — exactly the temperament document work demands.

Because the reasoning is already there, it adapts to a new domain — legal, clinical, financial — with far less data than starting from scratch.

Research-grade Everyday On-device

The framework

ReAgent — retrieval and safe execution.

ReAgent indexes your documents, retrieves what matters, and runs any work the answer requires — extraction, tabulation, cross-referencing — inside a sealed sandbox it can’t break out of.

Every action is contained and repeatable, so a generated table or summary always traces back to the sources it was built from.

Retrieval Sandbox Citations

Stop searching.
Start asking.

Create an account and put your own documents to the test — grounded answers, honest gaps, and a citation behind every claim.