Customer Behavior Analytics

SME & Small BusinessCredit Scorecards

SME lending is the hardest credit decision in banking. Our AI scorecards combine financial, behavioral, and alternative data to approve more good SMEs faster — while cutting NPL formation by up to 30%.

60 days

Default early warning

30%

NPL formation reduction

50+

Financial ratios analyzed

10 sectors

Pre-calibrated models

40%

of EU bank NPLs originate from SME loan books (ECB 2024)

67%

of SME defaults show behavioral warning signs 45+ days before the event

2–3×

more variables needed vs. consumer scoring to accurately assess SME risk

Full SME Scoring Lifecycle

From first application to collections — every stage of the SME credit lifecycle covered by purpose-built models.

Application Risk

SME Credit Application Scorecard

ML-powered application scoring that evaluates financial health, industry risk, ownership structure, and behavioral signals — delivering an instant decision recommendation with full explainability.

  • Financial ratio analysis (50+ ratios)
  • Industry sector risk weighting
  • Director / owner behavioral scoring
  • Alternative data integration (e.g. bank feeds, ERP)
Portfolio Monitoring

SME Behavioral Monitoring Score

Continuous post-origination scoring that flags deteriorating SME accounts up to 60 days before default — based on transaction behavior, payment patterns, and covenant compliance.

  • 60-day early warning signals
  • Transaction pattern anomaly detection
  • Covenant breach probability
  • Automated watchlist flagging
Macro Overlay

SME Sector Stress Scoring

Macro-overlay models that adjust individual SME scores in real time based on sector performance, inflation shocks, or regulatory changes — essential for EU/CEE market dynamics.

  • NACE sector risk multipliers
  • Macro-economic stress scenarios
  • Quarterly model refresh cycle
  • Country-specific calibration
Alternative Data

Thin-File / Startup Scorecard

Alternative scoring model for SMEs with limited credit history — leverages cash flow, market data, and behavioral proxies where traditional bureau data is insufficient.

  • Open banking / bank feed analysis
  • Director personal credit overlay
  • Industry benchmark comparison
  • Startup survival probability model
Limit Management

Real-Time Limit Management Engine

Dynamic credit limit recommendations that adjust exposure based on live behavioral signals — automatically increasing or decreasing limits without manual review.

  • Bi-directional limit adjustment
  • Behavioral trigger logic
  • Exposure concentration monitoring
  • API-driven limit updates
Collections

SME Collections Triage Model

Specialist model for SME collections — assessing workout viability, liquidation risk, and recovery path probability to route accounts to the right treatment strategy.

  • Workout vs. liquidation scoring
  • Asset coverage estimation
  • Restructuring probability
  • Collections cost-benefit optimizer

Pre-Calibrated for 10 SME Sectors

Our models ship with sector-specific risk parameters — no months of calibration needed before go-live.

ManufacturingConstructionRetail / WholesaleAgricultureProfessional ServicesTransport & LogisticsHospitalityIT / TechnologyHealthcareReal Estate
Get Started

See the SME Scorecard in Action

Walk through a live demo using your portfolio profile and get a tailored NPL reduction estimate within 48 hours.

Demo on your actual SME segment profile
EU/CEE market-calibrated models
Full explainability for regulatory audit
Integration in <8 weeks

We respond within 4 business hours.