Private AI for startup founders.

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.

Organise confidential product and customer notes into a planning brief

The supporting records include approved product notes, research summaries and operating plans.

Founders verify assumptions and decide the next experiment.

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.