Private AI for startup teams working on stealth products.

Spend less time rebuilding the experiment trail

Compare runs, detect regressions and simulate alternatives through approved development tools.

Inputs: Authorised experiment logs, datasets, code revisions and product-test records.

From observation to completed task

Launch controlled evaluations and keep results linked to the relevant revision.

Prepare a private design-review pack without uploading unreleased plans

The supporting records include approved specifications, prototype notes and research summaries.

The team controls disclosure and validates technical claims.

The systems involved

Sandboxed compute, experiment tracking and project-specific permissions.

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

Founders and scientists verify claims; preserve held-out tests and unreleased intellectual property.