The Science Behind the Living AI-Engine

Real-time behavioral inference that transforms platform activity into dynamic, continuously updating credit profiles — no bank statements required.

Multi-Dimensional Alternative Data Ingestion

Converting non-traditional signals into structured financial intelligence

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Platform APIs feed non-traditional signals — delivery completion rates, client feedback scores, earnings stability, work-hour consistency, and engagement patterns — into our structured data layer. Each data point is normalized, weighted, and mapped against behavioral models trained on millions of gig-worker interactions across Southeast Asia.

Delivery CompletionClient FeedbackEarnings StabilityWork ConsistencyPlatform TenurePeak-hour Activity

Real-time Behavioral Inference

ML models that never sleep — scoring, detecting, and adapting every hour

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Our machine learning models perform anomaly detection, fraud prevention, and daily risk recalculation. Unlike traditional credit bureaus that update monthly, our Living AI-Engine recalculates worker risk profiles every hour, catching behavioral shifts — both positive and negative — in real time.

Anomaly DetectionReal-time
Risk RecalculationHourly
Fraud Prevention< 200ms
Model Confidence94%+

Ethical Product Routing Matrix

A fundamentally different approach to financial products for gig workers

DimensionTraditional LendingAFINX
Interest ModelCompound Interest 24–365% APRCost-Plus (Murabaha) 2–5%
Risk TransferFull borrower riskShared (Musharakah model)
Default HandlingAggressive collectionRestructuring with grace period
Data SourceBank statements (30-day lag)Real-time platform API (hourly)
ComplianceOften unregistered (Pinjol)OJK Sandbox / PIPL / PDP compliant

Security & Data Privacy

Built for the most stringent regulatory environments in Asia-Pacific

PIPL China

Full compliance with China's Personal Information Protection Law for cross-border data processing

PDP Indonesia

Aligned with Indonesia's Personal Data Protection regulation for worker data handling

GDPR Alignment

European-grade data governance standards applied across all operations

OECD AI Principles

Transparent, explainable AI scoring with full audit trails and bias monitoring

Want to see the Living AI-Engine in action?

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