Private AI for
research teams.

Map prompts, retrieved files, tools, telemetry, storage, backups and support. Approve external connections explicitly. Local inference removes an external model endpoint, but does not establish the whole data boundary.

Scope repositories, retrieval, tool credentials, partner access and trace visibility to the authorized project. Validate denied-access behavior and agree where separate deployments are required.

Start with the permitted use and authorized users. Minimize what enters the prompt, and use synthetic or de-identified fixtures when suitable for the task. Assess applicable agreements and obligations with the data owner.

Begin with staged copies and read-only sources. Separate test credentials from production. Scope writes, HPC jobs and instrument connections explicitly; the research owner approves changes to systems of record.

Agree model, code, dependency, configuration, input and command records. Scope sensitive log collection, access and retention. Agree recording and analysis before enabling them. The research owner defines acceptance criteria.