Production AI workflow
AI evaluation and governance
Production AI needs more than a prompt that works in a demo. Teams need repeatable evaluation, clear operating ownership and controls that risk, security and operations can trust.
Best for: AI leaders, risk teams, security teams, product owners and transformation leaders.
Where AI can help
- Create evaluation sets for LLM outputs and workflow decisions
- Define human oversight and escalation rules
- Assess vendors, models and retrieval approaches
- Build audit-ready operating documentation
Measurable outcomes
- Faster model and prompt changes
- Clearer production approval path
- Reduced manual review burden
- More reliable monitoring after launch
Controls before production
- LLM-as-judge and human-review calibration
- Risk and control mapping
- Prompt and retrieval regression testing
- Role-based access and audit logs
Assess this workflow before building
Sorsana can help size the opportunity, define the control model and decide whether this workflow is a good candidate for production-grade AI.