Standardize judges across teams

Guide — standardize judges across teams.

In a multi-team org:

1. Centralize judge ownership in a platform team.
2. Curate cross-cutting dimensions (helpfulness, faithfulness, safety) once.
3. Tune against labels contributed from across teams.
4. Each product team uses the shared judges; only adds team-specific judges as needed.

See also

• Industry pattern: financial services ZIP-code penalty (cross-team standardization)
• Workflow: Govern