Private AI for cloud architects.

Connect the operational symptom with an approved diagnostic task

Detect unusual behaviour, compare recent changes and propose reproducible diagnostics.

Inputs: Authorised metrics, logs, configuration history, tickets and internal runbooks.

From observation to completed task

Gather permitted evidence and run approved low-risk service actions with rollback.

Compare documented requirements with a proposed architecture

The supporting records include approved requirements, architecture diagrams and cost assumptions.

Architects verify security, cost and service constraints.

The systems involved

Monitoring and service APIs, least-privilege credentials and controlled execution.

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

Engineers approve risky changes; test failed actions, permission limits and restoration.