AI memory for small teams: reusable context on the computers you use

A hypothetical two-person project

Imagine a consultant and developer preparing a proposal. The authorized project contains a client brief, a cost workbook and technical notes. One person searches for a confirmed requirement; the other wants to understand why a design choice was made last week. Useful continuity combines source documents with a reviewed decision record.

On an activated computer, prepare the selected files and connect a supported AI client through the project-specific MCP workflow. Confirm the selected project before asking for prior decisions. Central Brain™ serves context; the connected assistant writes the response. Have the project owner review material that will go into a deliverable.

1. Choose one project, its owner, approved source folders and prepared-output location.
2. Prepare and index supported files. Check known-answer searches against original documents and workbook values.
3. Save reviewed facts, decisions, questions, todos and summaries, then maintain a concise project brief.
4. Reopen a supported client and test recall. Agree how another person receives approved handoff material before assuming their computer has the same project state.

Match licenses to computers, not conversations

One license covers one computer running Central Brain™. Pair includes two separate one-computer keys and Power Pack includes four, allowing a small group to buy a plan without sharing an activation key. A person using two computers should account for both activations. Use the setup guide when transferring a license to a replacement computer.

Keep purchase and activation administration separate from project content. Do not place license keys, provider API keys or connection strings in searchable folders or memory notes. Assign someone to manage installations and the team's approved connection settings; document who takes over when that person is away.

Define handoffs before assuming shared memory

Readable local memory files make project state inspectable and independently manageable. They do not mean that two installations automatically synchronize their notes, coordinate simultaneous writes or enforce a shared permission model. A shared or synchronized folder is a separate storage arrangement, with its own access, conflict and backup behavior.

For a simple pilot, nominate an owner for the current brief and hand off an approved version through your established process. Decide who may change it and how another person knows which version is current. Test the actual procedure with non-sensitive files before relying on a multi-computer workflow.

A useful handoff names the current goal, approved sources, completed decisions and unresolved questions. Keep it short enough for another person to review before using it. When a client changes the requirement, refresh the source project and update the reviewed brief. This gives the next session a deliberate starting point while keeping responsibilities visible to the people doing the work.

Keep the team clear about where context goes

Central Brain™ keeps source material, prepared output, local vectors and memory on storage you choose by default. Local embeddings do not require a cloud AI provider. Keygen receives licensing and device data for activation and checks every 14 days; it does not receive your project documents.

A connected Claude, ChatGPT or Copilot client receives context it retrieves. Approve the client and provider for the project, including their account settings and data handling. Enabling an optional cloud connection or choosing synchronized storage changes the boundary. Review each destination before using client or business material.

When to ask about Team and Enterprise

If several users need an agreed shared retrieval service, ask NeuroAIgent about optional publishing to Pinecone or Postgres and the deployment support available. Confirm plan eligibility, access design, configuration, retention and support scope through contact. Shared infrastructure is an additional deployment decision, rather than something to infer from a multi-license purchase.

For a first project, measure whether people can find the right source, recall an approved decision and resume work with a clear brief. Use those results to choose the number of computer licenses and whether custom infrastructure is warranted. You can start with the desktop workflow and discuss a larger deployment when your requirements are concrete.

Compare the cost of the complete memory workflow

Start with the number of computers that need activated Central Brain™ access, then confirm the current plan and billing interval on the pricing page. Keep the published plan as the source for today’s offer. A memory app subscription and a connected assistant subscription are separate purchasing decisions.

Include the costs of the workflow you choose: AI provider access, any optional hosted storage or embeddings, backup storage, support and the time needed to prepare and review a project. A local-first workflow can reduce repeated context work, but its value should be demonstrated on a representative project rather than assumed from a low monthly price.