What is a company memory for AI agents?
A company memory for AI agents is one organized record of everything a company knows: its decisions, documents, conversations and history, kept current from the tools where work happens. Every AI agent people use asks it, and each person gets answers drawn only from what they can already access at work, each with its source.
Last updated 25 October 2026 · Mert Uzun, co-founder
Why it matters
$37B
spent by enterprises on generative AI in 2025, 3.2× the year before. (Menlo Ventures, December 2025)
95%
of enterprise generative AI pilots show no measurable return. (MIT NANDA, The GenAI Divide, July 2025)
40%
of enterprise apps will include task-specific AI agents by the end of 2026, Gartner predicts. (Gartner, August 2025)
How it works in practice
A company's knowledge lives in dozens of tools. A pricing decision sits in a chat thread, the contract in a drive, the reason behind it in a call recording. No single person sees all of it, and no AI agent does either.
A company memory reads those tools and keeps one organized record. When something changes, the record changes with it, and the old version stays on file with its dates.
People keep the agents they already use. A sales lead asks in ChatGPT, an engineer in Cursor, a partner in Claude. Each gets a sourced answer, limited to what that person can open at work.
Agents stop starting from a blank page. They answer from the company's own history, in seconds.
How Mithrandir does it
One memory for the whole company, in your own cloud, built from 26 sources.
Works inside Claude, ChatGPT, Copilot, Cursor and 16 more agents over MCP.
Measured on 30,000+ entries: 8.3× lower cost per result, 2.2× faster, 100% of answers sourced, 0 leaks.
Questions
- How is a company memory different from enterprise search?
- Search returns a list of documents for a person to read. A company memory gives the agent an organized, sourced answer across every tool, so the person gets the answer itself. It also keeps history: what was decided, when, and what replaced it.
- Do people have to change the tools they use?
- No. The memory works inside the AI agents people already use, such as Claude, ChatGPT, Copilot and Cursor. Nobody moves to a new app.
- Who in the company is it for?
- Everyone. Sales, legal, finance, operations, people and engineering share one memory, and each person sees their part of it. Leaders get a company that remembers what it decided.
- Does it depend on people writing things down?
- No. It reads the places where work already happens: chat, email, documents, tickets and calls. Nobody files anything twice.
