Industry · Consumer Finance

Risk infrastructure for consumer finance in emerging markets.

Serve thin-file applicants with alternative-data credit scoring, stop fraud before it lands, and keep regulators close.

What we see

Where consumer finance hurts most.

01

Thin-file applicants turned away.

Bureau-based scoring rejects applicants with no credit history, capping approval rates and stalling growth in markets where most adults are underbanked.

02

Fraud at onboarding and disbursal.

Synthetic identities, device farms, and first-payment-default rings target high-volume consumer finance funnels faster than manual review can react.

03

Regulators demanding real-time reporting.

Central banks now require daily lending reporting and consumer protection disclosures. Legacy batch systems cannot meet the SLA.

What we deploy

Three modules, one risk engine.

Each module ships standalone and integrates end-to-end with the AF Infinity alternative-data engine.

01

Alternative-data credit scoring

Telco, e-wallet, and device-fingerprint signals scored with gradient boosting models calibrated for thin-file applicants across emerging markets.

  • Coverage on applicants bureau scoring rejects
  • Explainable score reasons for compliance teams
  • Sub-second scoring at decision time

02

Real-time anti-fraud

Device intelligence, behavioral biometrics, and graph signals scored in milliseconds at onboarding, disbursal, and every transaction.

  • Synthetic identity and device-farm detection
  • Behavioral patterns across the full customer journey
  • Rules + ML fusion with audit trails

03

Digital supervision & compliance

Automated regulatory reporting with audit trails, connecting consumer finance operations to central bank supervisory systems.

  • Daily lending reporting automation
  • Consumer protection disclosure tracking
  • PDPA and local KYC/AML alignment

Illustrative outcomes

What consumer finance teams measure.

+28% Approval Rate
-22% Default Rate
120ms Avg. Fraud Response
100% Reporting SLA

Figures are illustrative and reflect typical outcomes reported by consumer finance clients. Actual results depend on portfolio and market.

Client outcome

A consumer finance platform that broke the approval ceiling.

Consumer Finance · Southeast Asia

Leading SEA Consumer Finance Platform

Challenge

Thin-file applicants rejected by bureau-based scoring; approval rates stagnating below 35%.

Solution

Deployed alternative-data credit scoring integrated with telco and e-wallet signals, plus real-time fraud detection at onboarding and disbursal.

+28% Approval Rate
-22% Default Rate
+15% Coverage Lift

Case study is illustrative and based on anonymized engagement patterns.

Build a consumer finance risk stack that grows with you.

Book a working session with our risk team to map your portfolio to alternative-data scoring.

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