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Doco

Doco

Shared context for AI and teams

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How Doco works:

  1. 1

    Your knowledge is collected

    Including team chats, GitHub, Slack, Notion, and AI agents

  2. 2

    Agents query such knowledge

    When agents work, Doco tells them what to keep in mind for their task at hand

  3. 3

    Agents capture more knowledge

    Important decisions and chats are collected and shared

How It Works in Detail

Keep your organization's knowledge in one place

Seamlessly. Decisions happen in Slack threads, pull requests, Notion pages and chats with agents, then scatter. Doco collects them as they happen into one workspace, each as a record with its history.

Chats with agentsSlackNotionGoogle DriveGitHubDoco

Teach your agents to proactively store important decisions

Without being asked. Every brief opens with your workspace's constitution, which tells agents to record each decision as it is made: the question, the choice, and the alternatives that lost and why. Rewrite it in plain words.

MayaSMS codes get phished. Let's use passkeys.

Claude CodePasskeys it is. I'm recording the decision.

DecisionSecurity decisions

Question
How do people sign in?
Chose
Passkeys
Lost
SMS codes: they get phished
Decided by
Maya

Become AI-lab agnostic

Switch providers at will, without losing any context or memory. Your team's context lives in Doco, not in one vendor's chat history, and every agent reads it through the same MCP server. Export it anytime.

  1. AlibabaQwen Code
  2. AnthropicClaude, Claude Code
  3. GoogleGemini
  4. OpenAIChatGPT, Codex
  5. xAICursor, Grok
Doco

One memory, whichever model is plugged in

Convert your knowledge into neurons and synapses

Nodes and edges, like a brain. Every decision, rule and reference is a node with a history, and typed edges say what supports, constrains or replaces what, so retrieval follows the connections, not just the words.

decisionruleintentideaactionprincipalevallogreferencestate

Just-in-time context for agents

Just the perfect amount of context, exactly when it is needed. Right before each prompt and each edit, an agent asks Doco what applies to the task and gets it in tiers that fit its budget.

Prompt

>Add passkey sign-in to invites

Doco's brief4,000 tokens

  1. Must obey2
  2. Already decided3
  3. In motion1
  4. Gaps1

File edit

±app/routes/invite.tsx

Doco's brief4,000 tokens

  1. Must obey2
  2. Already decided3
  3. In motion1
  4. Gaps1

Know when an agent stops documenting knowledge

Agents forget. Doco notices. When an agent ships code without Doco, or keeps reading but stops writing, you and the person it works for hear about it, with the message that sets it right.

  1. Claude Code
  2. Codex
  3. Gemini

Every spike, a record written

Codex reads, but hasn't written in 7 days.

Doco told you and Maya, with the fix.

Benchmark

4th

of 39 systems on EnterpriseRAG-Bench

Still unpublished

#1codos.ai92.64
#2Flexor.ai (+ GPT-6.1 Sol)91.48
#3CDL (Causal Dynamics Lab)90.91
#4Doco88.46
#5AHOY Labs88.26
⋮
#22OpenAI File Search61.03
#26Amazon Q (Kendra)48.96
#27Azure AI Search48.42
#30Vertex AI Search41.87

EnterpriseRAG-Bench is Onyx's open benchmark of company knowledge: 500 questions over about 500,000 documents. Each answer scores its completeness when it is correct and zero when it is not. Doco's 88.46 is still unpublished: it comes from a pilot run on 10% of the dataset. The other scores are from the public leaderboard on October 29, 2026.

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