Data Operations

Use the chat above to define the workflow, then add vendors once there is enough evidence to compare fit, proof, and operating controls.

• Start where the work is already outsourced or routinely delegated.
• Prefer intelligence-heavy workflows with explicit rules and measurable outcomes.
• Keep judgement-heavy decisions behind human review until the system has domain evidence.
• Ask for audit trails, source citations, exception handling, and rollback paths.