Self-hosted · cited · permission-aware

All your knowledge.
One answer away.

Ask in plain language, and Mara answers from your organisation's own documents — sources you can check, permissions respected, on infrastructure you run.

Why Mara

Your knowledge exists.
Nobody can find it.

Policies in SharePoint, product data in databases, contracts in shared folders, the rest on the intranet. Search stops at each silo's edge, and generic AI assistants answer from the public internet — confidently wrong about your business. And handing everything to someone else's cloud was never an option.

Mara brings it all together — and your documents are never handed to a third party to index or search.

Cited, down to
the sentence.

Answers cite the exact passages they draw on — one click opens the original document.

Zero
manual steps.

A document added anywhere becomes searchable on its own — no tickets, no uploads to a third party.

100%
yours.

The whole platform runs on infrastructure you control. Nothing is sent out to be indexed.

The product

Ask. Govern. Measure.

Ask

Answers with receipts.

Ask in plain language, get a straight answer — with citations naming the exact passages behind it, one click from the original document. Trust, but verify, built in.

  • People only ever get answers from documents they're allowed to read.
  • Bring the AI model of your choice — Gemini, Claude, an OpenAI-compatible service, or a fully local model, so nothing has to leave your network.
  • Simple thumbs-up feedback continuously measures answer quality.
28 seconds, no sound — ask, read the cited answer, click a citation.

Govern

Your whole document estate, run from one screen.

Connect dozens of systems from one console — SharePoint, Google Drive, Dropbox and Box; Confluence, Jira and Slack; databases and websites. Mara keeps them all current on a schedule you set.

  • Add a source, run an update, retry a failure — a few clicks, no specialists required.
  • Only new and changed documents are re-processed, so staying current is cheap.
  • Documents removed at the source can be swept from Mara automatically.
The Mara admin console showing nine connected sources and 128,441 documents, with per-source update runs and schedules.

Measure

Know what you hold. Prove your controls.

Live reporting over everything Mara holds — so questions from auditors, security, and finance have answers too.

  • What's stored, where it came from, and how much of it is duplicated waste.
  • The access picture at a glance: open documents versus restricted, and who can reach what.
  • Operational dashboards included — health and activity, out of the box.
The Mara corpus report with tabbed sections and a documents-by-source chart.

Your AI tools can ask, too.

Mara isn't just a chat window. The same knowledge, with the same permissions, is available to the AI assistants and automations your teams already use — so every tool answers from the same trusted source.

How it works

From wherever it lives,
to whoever asks.

  1. Connect

    Point Mara at your sources — SharePoint, Google Drive, Dropbox, Confluence, databases, websites, and dozens more — or just drop files in.

  2. Understand

    Mara reads every document and indexes it by meaning as well as by keyword, so it finds the idea even when the words differ.

  3. Ask

    People ask in chat; AI tools ask through an open interface. Both get cited, permission-filtered answers.

  4. Stay current

    Sources are re-checked on schedule. New documents appear, changed ones update, deleted ones can disappear — automatically.

Security

Private by design.

Mara treats access control as part of every answer — not a setting off to the side.

Single sign-on

Your people sign in once, with enterprise identity. Mara stores no passwords, and every request is checked — for people and AI tools alike.

Permissions in every answer

Results are filtered by each person's document permissions before the AI ever sees a snippet. If access can't be verified, Mara refuses rather than risks.

Permissions follow the source

Access lists from SharePoint, OneDrive, Google Drive, Box and Dropbox are mirrored on every update — revoke access at the source and it's revoked in Mara too. Every other source carries access rules you set.

Your documents stay home

Documents, index, and credentials stay on your infrastructure, with stored credentials encrypted. Your documents are never shipped to a third party to be indexed or searched.

Try the live demo The real product — not a video — answering over a sample corpus.

See Mara on your documents.

The best demonstration is your own knowledge, answering back.

The real product — not a video — answering over a sample corpus.