The memory layer that makes agents actually work
Tool calling is slow, sequential, and stateless. OM2 gives agents instant, structured, permission-aware recall across your entire organization, at 9x lower cost and 3x the speed.
Organizational Memory
Tool calls give agents hands. OM2 makes agents intelligent.
Coworker agents pair tool calling through MCP and CLI with organizational memory through OM2. Tool calls handle actions and fine-grained data. OM2 handles synthesized recall, fast, structured, and compounding over time.
Tool Calling Alone
Sequential API calls. Each tool call is a round-trip. Latency compounds.
With OM2
OM2 provides instant synthesized recall. Tool calls pair with the graph for fine-grained data.
Tool Calling Alone
Multiple LLM calls to plan, call, and synthesize. Tokens add up fast.
With OM2
Graph pre-narrows context so the LLM sees only what’s relevant. Tool calls stay precise.
Tool Calling Alone
Stateless. Agents re-discover the same context every session.
With OM2
OM2 compounds context over time. Tool calls extend it with real-time actions.
Tool Calling Alone
Agents guess which tools to call and in what order. Wrong calls waste time.
With OM2
OM2 provides the full picture. Tool calls execute with precision, not guesswork.
Why agents with organizational memory outperform
The difference between a demo agent and one that runs your business.
How OM2 learns your business
Your data flows through four stages, continuously, incrementally, with zero configuration, so agents always have the full picture.
Built to be enterprise-ready
Security, privacy, and compliance are not add-ons. They're foundational to every layer of the platform.
FAQ
Frequently asked questions
OM2 is Coworker's next-generation organizational memory: a proprietary knowledge graph that gives AI agents instant, structured, permission-aware recall across your entire organization. It maps people, projects, deals, and relationships across 120+ dimensions, making agents accurate and context-aware without slow, sequential tool calls. Against the same agent using off-the-shelf connectors, OM2 is 9x cheaper, 3x faster, and preferred 84.5% of the time in blind pairwise review.
RAG (retrieval-augmented generation) does slow sequential lookups that miss relationships. OM2 builds a persistent knowledge graph from all your connected tools, so recall is instant and carries full organizational context. Agents using OM2 answer in milliseconds rather than seconds, and paired with Optimized Routing the cost advantage reaches 51x.
Yes. OM2 is fully permission-aware. Every piece of information stored respects the access controls from the source system. Users and agents can only recall data they are already authorized to see in Salesforce, Slack, Google Drive, and other connected tools.
OM2 ingests data from all 50+ Coworker integrations including Salesforce, Slack, Jira, Google Drive, HubSpot, Confluence, Notion, Gong, Zoom transcripts, and more. It continuously updates as new data flows through your connected tools.
OM2 organizational memory is available on Enterprise plans, and 300+ companies already run on it. It is the intelligence layer behind Coworker Agents, Chat, and Coworker MCP for large organizations. Contact Coworker to discuss Enterprise pricing and rollout.
Give your agents the memory they need
OM2 is available for enterprise customers, and 300+ companies already run on it. Talk to us about what it unlocks for your team.