# Document-intelligence core

- Page: https://scanovich.ai/projects/document-core/
- Language: en
- Updated: 2026-11-11

- Status: prototype
- Code: closed code
- Research line: [Documents that carry liability](https://scanovich.ai/research/documents-that-carry-liability.md)

One engine loop for every document domain — a new domain adds its own validators and precedents, not a new system.

Ingest. Extract and normalise. Retrieve precedent. Produce an explainable structured output. A person signs. Deploy privately if needed.

## What works today

- A library that implements the loop without any domain built in.
- A domain plugs in as a description of its corpus, its routing patterns and a golden set of examples.
- It runs on the lab's local embedding and reranking services.

## Why it is in the lab

Trade documents are the first domain. The question is how cheaply the same core transfers to a second and a third.

## How to engage

A demonstration on your own documents — messy inputs in, a verifiable record out.

[Contact](https://scanovich.ai/contact/) · private@scanovich.ai