How it works

  1. 1

    Sources, where they already are

    CRM, ERP, mailboxes, chats, calendars, meetings.

  2. 2

    Ingestion and distillation

    Read for what it means. Who, when, which channel, which property.

    A person confirms what was written down.

  3. 3

    Search, several ways at once

    Full text, meaning, connections, recency, authority.

  4. 4

    Fusion and ranking

    Lists merged by consensus. Newer beats stale.

    Conflicts go to a person.

  5. 5

    The answer, with its sources

    Read by your people and your agents alike.

    A person checks. The correction flows back in.

Ingestion pipeline
Sources are read where they live, on schedule. Raw text is searchable at once, distillation follows.
Distillation and provenance
Every item is read for what it means and keeps who said it, when, in which channel, about which property, and what surrounded it.
Typed knowledge graph
People, properties, leases, decisions and documents linked, so a search can travel the connections.
Hybrid retrieval
Full-text, semantic and graph search run in parallel, weighted by recency and authority.
Reciprocal rank fusion and reranking
The lists merge by consensus. A reranker keeps the ten best.
The librarian
A compiled answer with sources. Only the few pages a task needs enter an agent's context.
Human validation
Conflicts go to a person. The decision becomes the rule and outranks chatter from then on.
Decision memory
Compiled truth at the top of every page, a timeline of how it changed underneath.

In plain words. Every question runs several searches at once. The results are merged, the best survive, and your agent gets a short answer with the documents behind it. Where sources disagree, a person decides, and that decision holds. Agents act with the whole firm behind them instead of the last three emails, and the firm builds a single source of truth organically.

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