Private AI for research engineers.

Connect the experiment, analysis and research question

Compare experiments, identify anomalies and run reproducible analyses or simulations.

Inputs: Authorised datasets, methods, code revisions, instrument results and research notes.

From observation to completed task

Prepare versioned notebooks and coordinate approved computational or research tasks.

Prepare a test-review brief from approved experimental records

The supporting records include authorised test summaries, requirements and research notes.

Engineers validate results and technical conclusions.

The systems involved

Sandboxed analytical tools, experiment tracking and project-scoped information access.

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

Researchers validate methods and conclusions; preserve uncertainty and held-out evaluation data.