Your AI Knows the Internet, Not Your Company
LLMs know everything about the web and nothing about your business. Here's how to give them your company's memory — local, and scoped by role.
Large AI models have read the entire internet. But ask them about your company — your procedures, past decisions, clients, a project's history — and you get nothing. The brain is brilliant, yet amnesic about everything that makes your business.
The fix isn't a different model. It's giving it your memory.
The cost of a company that forgets
A company's knowledge is its greatest asset — and its most fragile:
- 42% of valuable knowledge lives in one person's head only (Panopto study)
- Each employee loses ~6 hours a week redoing work that already existed
- It takes 65 days on average for a new hire to become fully productive
- When an expert leaves, their knowledge leaves too
Meanwhile, 77% of employees already paste internal data into personal ChatGPT, beyond any control. The need is real — it's just badly served.
Enrich the AI's brain with YOUR data
The idea: capture the company's knowledge (code repositories, documents, meeting notes, tickets, PDFs) and expose it to the AI — continuously, automatically.
That's exactly what Engramme, my local-first knowledge agent, does. It ingests your sources (GitHub, web, folders, RSS, PDF), maintains a living Markdown wiki, and exposes it to any LLM via MCP — the "USB-C port" of AI. The result: the AI answers with your context, evidence in hand, instead of generalities.
Everyone, within their scope
A company brain doesn't give everything to everyone. The principle: access follows the role. HR sees HR documents, developers see the tech, finance sees the numbers, leadership sees it all — and sensitive data stays walled off.
Real security happens when the AI fetches information, not just in the interface: that way the AI cannot, even by mistake, show the salary grid to an intern. It's least privilege applied to knowledge — and Engramme's modular design (scoped sources and topics, controlled MCP exposure) is built to enable it.
Your data stays home
Local-first means sovereignty: your data never leaves your environment, no third-party model trains on it. A decisive argument for GDPR, PDPA and trade secrecy — where a cloud SaaS asks for trust, self-hosting makes it unnecessary.
Onboarding, support, decision memory, preserved expert knowledge: a company brain serves every team. Discover Engramme or let's talk about your case.
Give your company a brain
Your competitors use the same generic AI you do. The difference will come from what it knows about you. Start by capturing what your company already knows — before it forgets.