Upstream agent or partner system that produced this recommendation (for example: 'client_agent', 'lead_capture_agent', 'partner_x').

Recommendation category set by the producer for interface use: 'needs_attention' (time-sensitive and requires the user's attention) or 'opportunity' (growth-focused value opportunity that does not require immediate action).

Relative ordering priority within the same category: 'high' (higher priority, surfaced first) or 'standard' (default priority).

Indicates whether this recommendation is auto-executed by an agent or requires human review: 'auto_execute' (may be executed automatically by the system or an authorized agent) or 'requires_human_approval' (must be reviewed and approved by a human before execution).