Every AI agent you already use, powered by your company's own knowledge.

Your company's scattered data, organized and safe inside every agent your people use.

A live look inside a made-up company. Ask as different people. Try the live demo

A new account manager sees Acme paying 20% under list and wonders if it is a mistake.

Claude· director clearance

vs intern · adds the transcript line, the decision, the quote and the contract amendment

  1. It is a decision, not a typo. Ayşe K., Head of Sales, made the call in the 3 September sales sync: 20% through Q4, on the condition that Acme signs the annual plan.

  2. It applies to Acme Corp's annual plan, which renews in December 2026. The account team is Ayşe and Deniz.

  3. Sales sent the revised quote the same afternoon, and Legal wrote the discount into the contract as amendment 2 the next day.

  4. Engineering shipped percentage discount codes on 5 September so billing could apply it. That code exists because of one sentence in a meeting.

Without Mithrandir with it

Measured ratios, same agent and tools · How we measure

Cost

8.3× lower
$0.426 without Mithrandir, $0.051 with it: 8.3× lower.

Time

2.2× faster
29.3 s without Mithrandir, 13.3 s with it: 2.2× faster.

Tokens

14× fewer
101,474 without Mithrandir, 7,248 with it: 14× fewer.

Before: Hours, weeks, months

With Mithrandir: Seconds

What your people search for today, answered by the agents they already use.

1.8 to 3.6 hours
a daylost searching

Source: McKinsey; Coveo

44%
sayfragmented datablocks automation

Source: SAPinsider

Up to $21K to $42K
per personmore revenue a year

Source: McKinsey; Coveo; Damodaran

Works with

  • Claude
  • Claude Code
  • ChatGPT
  • Codex
  • Gemini
  • Antigravity
  • Cursor
  • Hermes Agent
  • Windsurf
  • GitHub Copilot
  • Cline
  • Kiro
  • Devin
  • OpenCode
  • Roo Code
  • Goose
  • Warp
  • JetBrains AI
  • Replit
  • Trae

Search finds files. RAG finds paragraphs. Mithrandir knows your company.

Same question, three kinds of tool. One right answer.

What are Acme's payment terms?

Enterprise search

Finds documents that mention it

  • Acme MSA 2024.pdf
  • Re: Acme payment terms · 41 messages
  • Q3 billing changes.xlsx
  • Finance sync notes, Aug 2026
  • + 23 more results

Every file that matches. The reading is left to you.

AI chat over your documents (RAG)

Finds the paragraph that looks closest

Acme's payment terms are net-30, as set out in clause 7.2 of the Master Services Agreement.

source: Acme MSA 2024.pdf, p. 6

Fluent, confident and out of date.

Mithrandir

Knows what holds now, inside the agent you already use

Net-45 since August 2026. Acme's procurement pays every vendor on a 45-day cycle and would not sign net-30; Finance agreed because the annual plan is prepaid in full.

It replaced the net-30 in the 2024 agreement, which still applies to invoices issued before then.

  • thread · #legal-sales · aug 2026
  • agreement · Acme MSA 7.2, as amended

The answer that holds now, with its sources.

Measured, not estimated

An eighth of the cost. Every answer sourced.

8.3 times
lower cost$0.031 vs $0.234 per answer.
100 percent
of answers sourcedEvery answer cites its source.
zero
leaksAcross more than 30,000 entries.

It reads where the work already happens.

Conversations
Slack, Microsoft Teams, Gmail, Outlook, Zoom, Gong
Documents
Google Drive, SharePoint, OneDrive, Confluence, Notion, Zendesk
Customers and hiring
Salesforce, HubSpot, Greenhouse
Plans and work
Google Calendar, Outlook Calendar, Jira, Linear, GitHub, AI agent chats
Operations and finance
SAP, ERP systems

Nothing bothers twice.

  1. 1

    Connect your sources.

  2. 2

    Mithrandir restructures everything and builds the ontology.

  3. 3

    Every AI agent is powered with it.

Security your CISO can verify, not hope for

Only what you can already access

Everyone sees exactly what their work already lets them see, and nothing more.

Your company's hierarchy

Access follows your company's hierarchy, the way it should in real life.

Customized hierarchy for your company,
across every team you have.

Where does the Acme renewal stand?

  • Renews 1 March. Proposal stage, enterprise team.
  • Deck and one-pager are in the shared sales folder.
  • Acme asked for 20% off. Owner counters at 15%.
  • Their champion is also evaluating Northwind.
  • At 15%: $480k a year, 96% of the quarter's target.
  • Legal approved a two-year discount in the MSA.
  • Paid late twice. Top-five risk in the board pack.
  • Acme's CTO raised an expansion to two more units.

CRO: 8 findings. Gold marks what the intern cannot see.

One price per person. The whole company.

Business

Early-customer price

For teams that want it running this week. Buy online, install it yourself.

$29Standard price $49per seat, per month

Billed yearly, $348 per seat. Lock in $29 for as long as you stay.

Get started

By subscribing you agree to the Terms of Service and Software License Terms.

Your team50 people

$1,450 a month for 50 people, billed $17,400 a year, $1,000 a month under the standard price.

Included in every seat

  • The whole company: sales, legal, finance, people and engineering
  • Every connected source and every agent your people use
  • Answers limited to what each person is cleared to see
  • Runs in your own cloud account (AWS, Azure or GCP), set up with our Terraform
  • Single sign-on (OIDC, SAML) and SCIM provisioning
  • Tamper-evident audit log you can stream to your SIEM

Enterprise

For companies with a procurement process, an air gap or a security team.

Talk with the founders directly.

No sales team in between. You speak with the two people who build Mithrandir, and the price follows what your company needs.

Everything in Business, plus

  • An annual agreement on invoice, with a purchase order
  • Air-gapped installs, licensed by file with no call home
  • Your security review answered: questionnaire, DPA, security pack
  • Rollout planned and run with the founders
  • A direct line to the people who build it

Not included in either plan: the model Mithrandir runs behind the scenes. It runs on your own provider account, with your own key, or on Amazon Bedrock in your own AWS account. Estimate how much smaller your AI bill gets

Remember.

Every company needs agents that know it. We are here for that.

Remember more. Spend less.

Bring one workflow. See it on your own data in 30 minutes.