skip to content

for companies building agent teams

Build a collective brain every agent can use.

Your company’s knowledge is already collective, but scattered across customer history, operating decisions, documents, tools, and people. memoricAI turns it into a current brain linked to its sources that every authorized agent can use within clear access boundaries.

collective company context● live memory

incoming agent task

Draft Acme’s current Helix launch status reply.

product_council/07_08

September launch was superseded.

customer_call/acme

Security review needs two extra weeks.

release_plan.md · v4

Pilot now opens 18 October.

assembled context

3 memories · scoped to acme

Tell Acme the pilot is scheduled for 18 October. The date moved from September to allow two additional weeks for their security review.

where agent memory pays off

Agents that continue, not restart.

Give each specialized agent the part of the collective brain it needs without copying the entire company knowledge base into every prompt.

Support agents with customer history

Retrieve current commitments, prior resolutions, and account preferences before the agent drafts a response or takes action.

agent task · “Resolve this ticket using the current account history.

Engineering agents with decision context

Give coding and incident agents the architecture decisions, runbooks, and recent changes behind the systems they touch.

agent task · “Propose a fix consistent with our current architecture.

Revenue agents with account continuity

Carry stakeholder context, objections, promises, and next steps across research, outreach, and account management agents.

agent task · “Prepare the next action without repeating prior outreach.

Agent fleets with shared state

Let specialized agents work from the same durable facts without treating raw transcripts or another agent’s hidden prompt as memory.

agent task · “Continue from the last agent’s verified result.

the agent memory loop

Every run makes the next run better.

The collective brain sits between the systems where company knowledge is created and the agents that need to act on it.

  1. 01connect

    Capture knowledge and agent outcomes

    Sync supported sources and send documents, conversations, tool results, or application events through the API.

  2. 02separate

    Give each agent the right memory boundary

    Organize knowledge by project or container and issue scoped keys for the agents and endpoints allowed to reach it.

  3. 03resolve

    Keep retrieved facts current

    Temporal version chains preserve history while ensuring newer decisions supersede facts that no longer apply.

  4. 04serve

    Inject context into every agent run

    Search directly, expose memory over MCP, or use the router to place a concise digest before the request reaches the model.

the foundation

A collective brain with boundaries.

A company brain only works when it is useful, debuggable, and governable. Access, provenance, and deployment choices remain explicit.

scoped access
Keys scoped to each container, endpoint allowlists, rate limits, and revocation keep each agent within its role.
traceable
Source links and version history show which memories shaped an agent run and what those facts replaced.
portable
Use the managed cloud or deploy the same MIT licensed binary with your own Postgres and model providers.

Put your collective brain behind every agent.

Start with one production workflow, then let every authorized agent build on the same current company memory linked to its sources.