Company brain

A company brain is a private, governed knowledge layer over a company documents, tools and data that people and AI agents can query.

Written by Reflective Data experts · updated Oct 5, 2026

It connects sources such as docs, wikis, CRM, support tickets and the data warehouse, respects permissions, and answers questions with cited sources. One governed layer can serve chat, Slack bots and custom agents.

The governance, scoped access and logging are as important as the AI itself.

AI agent Data governance Retrieval-augmented generation (RAG)

// how we can help

We build company brains, agent harnesses and AI bots on top of data you can trust. Company brain → · The data platform behind it

Fine-tuning

Fine-tuning is training an existing model further on your own examples, to specialise its behaviour or…

reranking.md

Reranking

Reranking reorders retrieved results with a more precise model, so the best passages go to the…

prompt-injection.md

Prompt injection

Prompt injection is an attack where malicious text tricks an AI system into ignoring its instructions…

multi-agent-system.md

Multi-agent system

A multi-agent system uses several AI agents with different roles that collaborate on a task.

hallucination.md

Hallucination

A hallucination is when an AI model produces confident but incorrect or invented information.

ai-observability.md

AI observability

AI observability is tracking what an AI system does in production: inputs, outputs, tool calls, cost,…

← full analytics dictionary