Private AI for professors.

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.

Organise approved course material into a teaching brief

The supporting records include approved syllabi, selected readings and teaching notes.

Faculty check sources and academic judgement.

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.