project_id, service_id,

kpi_name,

predicted_breach_minutes,

confidence

service_id, failure_mode,

predicted_kpis, risk_score,

earliest_breach_minutes,

business_impact,

user_groups

Check: Raw KPIs, trends,

anomalies

Incidents / Dependencies

Risk State JSON

updates

service info

optional ServiceNow

enrichment

- Risk score

- Earliest breach

- Predicted KPIs

- User groups

- Recommended

actions

- Explanation

- ServiceNow

reasoning:

1. Historical incidents

2. Cross-service

dependencies

3. Unusual KPI

combinations

4. Verification /

enrichment

service_id, failure_mode,

risk_score,

earliest_breach_minutes,

user_groups,

predicted_kpis,

recommended_actions,

explanation,

service_now_reasoning