For software teams

Your whole company knows why it was built that way.

For software companies where the reasons behind the product are spread across code review, tickets, calls and chat. Every person, in sales, support or engineering, asks their own AI agent and gets the reason with its source.

From GitHub, Jira, Linear, Slack, Cursor agent chats, Confluence, Notion, Gong, Zoom, Salesforce, HubSpot, Zendesk Guide.

The same work, in the agent each person already uses

Nobody moves to a new tool. Claude, ChatGPT, Copilot, Cursor, Gemini: each person asks where they already work, and each answer stops at what they are allowed to open.

Workflow

Today

With Mithrandir

Why the code is the way it is
Today
The pull request says what changed. Why it changed is in a chat thread, a ticket comment and the head of the engineer who left last spring.
With Mithrandir
Ask your agent why a part of the product works the way it does and get the decision, the alternatives turned down and the review or thread it came from.
Incidents and their fixes
Today
The same failure comes back a year later. The postmortem exists somewhere, and the on-call engineer finds it after the fix.
With Mithrandir
Ask whether this has happened before and get the earlier incident, what fixed it and why that fix was chosen.
Customer commitments tied to the work
Today
A promise made on a sales call becomes a line in the CRM. Engineering hears about it when the customer escalates.
With Mithrandir
The commitment, the account and the work that delivers it come back together, so whoever touches one can see the other two they are allowed to open.
Sales and support with engineering context
Today
A customer asks whether a limit is deliberate. Support opens a ticket, books a meeting with an engineer and answers three days later.
With Mithrandir
Support asks their own agent and gets the decision behind the limit, in plain words, from the sources they can open. No meeting.
Agents that know your history
Today
Every coding agent session starts from zero. Engineers paste the same background into each one and still get suggestions the team already rejected.
With Mithrandir
Each engineer's agent, Claude, Cursor, Copilot or Codex, starts with the company's decisions and reasons, at 14x fewer tokens and 8.3x lower cost, calculated with more than 30,000 entries.
Onboarding a new engineer
Today
A new hire reads the wiki, finds it out of date, and spends weeks learning which parts of the codebase not to touch and why.
With Mithrandir
They ask how a system got here and get the decisions in order, each with its reason and its source.

What holds on every row

Only what you can open

You see exactly what you can open in the source tool. Where a tool exposes no permissions, your company's hierarchy decides.

Walls that hold

Ethical walls you set apply on top of everything: no share, role or exception can cross them.

Nothing silently lost

Deleted in the tool? It stays, marked as deleted, for the same people who could see it. Erasure on request removes it for everyone.

0 leaks and 100% of answers sourced, measured across more than 30,000 entries. How we measure · Security overview

See it on your own records

Connect your repositories, tickets and chat, then ask the questions your engineers and your support team ask every week. Compare the answers to what you get today.

Talk with founders