Private AI for government researchers.

Make the policy or resource analysis reproducible

Generate controlled queries, compare scenarios and explain uncertainty or inconsistent data.

Inputs: Authorised datasets, definitions, analytical assumptions and approved model outputs.

From observation to completed task

Run approved analyses and prepare versioned results for expert review.

Organise an authorised research collection into a review outline

The supporting records include approved papers, methods and project records.

Researchers verify sources and release restrictions.

The systems involved

Permissioned databases, statistical tools and sandboxed code execution.

SOS AI configures the local models and tool permissions for this workflow. Actions in business software follow the authority you approve; uncertain cases and actions outside those limits go to the responsible person.

What a useful result must get right

Analysts verify methodology and interpretation; no unsupported causal or resource claims.