Private AI for pollsters.

Turn a question into analysis that can be rerun

Generate queries, validate joins and run statistical or forecasting analyses in controlled tools.

Inputs: Authorised databases, spreadsheets, telemetry and documented data definitions.

From observation to completed task

Produce a reproducible notebook or dashboard update with lineage and test results.

Document an approved survey-methods review

The supporting records include approved questionnaires, sampling documentation and aggregate result summaries.

Researchers verify methodology and statistical claims.

The systems involved

Read-scoped database connections, sandboxed code and approved analytical libraries.

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 assumptions, leakage and uncertainty; no unsupported causal claims.