Case: Vendor Due Diligence — screening 500+ suppliers for a Fortune 500 retailer
Client: a global retailer (Fortune 50, 50,000+ active suppliers). Requirement: continuous vendor monitoring.
AgentD22 Data solutions Vendor Shield solution:
- Daily screening of 500+ suppliers against 100+ risk sources
- Sources: sanctions lists (50+), adverse media (50K+ sources), court records (30 jurisdictions), financial health (credit scores, bankruptcies), ESG (forced labour, emissions, governance), cyber posture (breach history, vulnerability exposure)
- Risk scoring model (0-100): geographic (30%), sector (20%), entity (25%), financial (15%), cyber (10%)
- Tiering: critical (score above 70) — monthly deep dive, high (50-70) — quarterly, medium (30-50) — semi-annual, low — annual
- Integration: SAP Ariba API creates Risk Assessment tasks for the procurement team automatically
- False positive reduction: an ensemble ML model (XGBoost plus neural net) — precision 0.96, recall 0.98
Results over a year:
- 90% of checks automated (previously 40% manual)
- 127 high-risk events identified: 23 sanctions hits, 34 adverse media clusters, 45 financial distress signals, 25 ESG violations
- Prevented potential losses of 8M through early termination of contracts with distressed vendors
- New vendor onboarding cut from 3 days to 4 hours
- Big 4 audit — zero findings on vendor risk management
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