Every company's know-how is scattered across chats, Slack, docs and people's heads. Recall compiles it into versioned, executable playbooks that turn your team's knowledge into finished, quality work, not answers about it. Your team and your AI agents run on the same brain.
Each process has its own team, and the know-how is split across all of them, so getting work out the door takes a lot of people. Training someone to run it takes months, and AI agents can't run on “vaguely remembered” at all.
How you really run a project (the steps, the gotchas, who signs off) lives in a few experts' heads and last deal's files, not anywhere reusable.
Wikis go stale the day they're written, and a chatbot over documents just returns text. It can't reliably do the work.
You can't safely point an AI agent at real work without an executable, trusted procedure for how your company does it.
Recall pulls signal from your past projects, docs, chats and a short expert interview, and compiles a structured, executable playbook: steps, guardrails, and your team's own fixes.
A team lead reviews the draft and approves the version. Only signed playbooks ever run. That's the trust step that makes automation safe.
Someone on your team walks it step-by-step; an AI agent loads the same playbook via MCP and produces the finished output. Every step gated and audited.
The same compiled playbook serves a person and an AI agent. So a process that used to need a whole team runs with a handful of people. Your experts stay on the judgment calls, the brain and its agents handle the repetitive work. Every step approved and audited.
The output is a runnable procedure with steps and guardrails, not a search result you still have to interpret.
Every playbook is human-approved and versioned. Proven on new hires before an agent ever executes it unattended.
Ships as an MCP server, so any AI assistant (Claude, ChatGPT, Copilot) runs on your brain, audited end to end.
When someone gets stuck, the fix that unblocked them becomes the next version. The brain improves as the company runs.
Recall never reads your chats in the background, and nothing becomes a playbook until a person approves it, so the brain fills with signal, and your team stays in control of what runs.
Request a demo. Tell us your stack and we'll reach out. We prioritize the teams and tools we hear about most.