Outcomes
Outcomes
- Capture manual review evidence by workflow, step, provider, and capability.
- Keep approvals visible before commerce and publication side effects.
- Use scorecards to prevent one lucky run from dominating routing.
Use case
Turn operator review into routing evidence.
Nina is strongest when human review does not disappear after a launch. Quality review can become structured evidence for future routing and recipe choices.
operatorsquality reviewersAI workflow owners
Proof points
Proof points
- Provider ranking uses confidence, recency, and EWMA scorecard posture.
- Workflow checkpoints include approval, branch selection, and quality gates.
- Memory writes can preserve idempotent episodic and semantic evidence.
Operator checklist
What a serious implementation should verify
- Review output before publication handoff.
- Record provider/capability quality evidence.
- Keep rejection reasons attached to checkpoint decisions.
- Use evidence floors before routing changes.