Finance · Internal
Revenue Forecast Anomaly Detector
Scores weekly pipeline deltas against historic conversion behavior and surfaces improbable stage jumps to finance and sales ops ahead of the forecast call.
Business owner
Kelvin Osei
Executive sponsor
Helen Okafor, CFO Office
Start date
Dec 1, 2025
Target rollout
Oct 30, 2026
Completion
ROI
Finance-reviewed, annualized where noted
Hours saved / mo
160
Hours saved / yr
1,920
Cost avoided
$37K
Margin impact
$119K
Health & Risk
At risk — alert fatigue reported by two regional sales ops teams.
Blockers
- Threshold tuning per region not complete
Risk flags
None raised this cycle.
Mitigation notes
Per-region thresholds shipping Sept 12; digest mode replaces per-event alerts.
Activity feed
Synced from connected delivery systems
- S
#forecast-ops: alert fatigue raised for AMER-East
2 days ago
- G
PR merged: seasonality feature set
3 days ago
- J
FIN-142 open — per-region thresholds
4 days ago
PISMO Output QA
Last validation run Aug 17, 2026 · 19:05 UTC · 150 samples
Reviewer notes · Daniel Whitfield
Precision improved to 93.5% after seasonality features; Q4 behavior still under-represented.
Governance posture
NIST AI RMF-aligned control checks
- Risk AssessmentPassed
Moderate tier, finance-advisory only.
- Bias MitigationPassed
No individual seller scoring permitted.
- Data PrivacyPassed
Aggregated pipeline data only.
- TransparencyNeeds Review
Explanation text for alerts is too terse.
- SecurityPassed
Finance-scoped access group.
- Human OversightPassed
Sales ops adjudicates every flag.