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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