AI Behavioural Scoring

See Risk Coming Before It
Arrives.

AI behavioural scorecards continuously re-score every customer in real time — detecting early warning signals of default 60+ days before they materialise, so you act, not react.

Real-Time Alerts Continuous Re-Scoring IFRS 9 Ready 60-Day Warning
40%
Fewer Defaults
60 Days
Advance Warning
3x
Faster Intervention
Behavioural Risk Monitor ● LIVE

Portfolio: 14,820 Active Accounts

Low Risk — No Action 11,432 (77%)
Watch List — Monitor 2,846 (19%)
High Risk — Intervene Now 542 (4%)
↓ 40%
Default Prevention
60d
Avg. Early Warning
Payment Behaviour82%
Utilisation Trend68%
Transactional Health89%
40%

Reduction in unexpected defaults through early AI intervention

60 Days

Average advance warning before formal delinquency appears

3x

Faster risk intervention enabled by real-time behavioural signals

100+

Behavioural variables tracked per customer across the full lifecycle

What Is an AI Behavioural Scorecard?

An AI behavioural scorecard is a portfolio monitoring model that continuously evaluates existing borrowers using real-time transactional, repayment, and bureau data. Unlike static credit scores created at origination, behavioural scorecards dynamically update risk predictions throughout the customer lifecycle — enabling early intervention, IFRS 9 staging accuracy, and proactive loss prevention.

Early Warning Intelligence

Spot 60 Days of Risk Signal Before a Payment Is Missed

Our AI analyses 100+ behavioural signals across transactions, repayment patterns, and bureau updates — identifying stress long before it becomes default.

Day 1–30: Behaviour Shifts

Subtle changes in spending patterns, reduced discretionary income, and utilisation creep — invisible to manual review, caught immediately by AI.

Day 31–60: Stress Amplifies

Minimum-payment behaviour, balance transfers, and transactional anomalies trigger automatic watch-list escalation with team alerts.

Day 60+: Intervention Window

Automated alerts trigger personalised outreach, limit adjustments, or restructuring offers — before the first missed payment occurs.

💳
Payment Behaviour

Track minimum vs. full payment patterns, frequency anomalies, and early repayment signals across all credit products.

📊
Utilisation Creep

Revolving credit utilisation above 70% sustained over time — a high-conviction leading indicator of impending financial stress.

🔄
Transactional Shifts

Increased spend on essentials vs. discretionary reveals income pressure weeks before formal delinquency appears.

📡
Bureau Triggers

Real-time bureau refresh alerts for hard inquiries, new accounts, or defaults at other institutions.

📉
Income Proxy Stress

Derived income proxies from transaction data detect customers whose effective income has declined significantly.

Velocity Signals

Cash advance spikes, ATM withdrawals, and transfer velocity are high-conviction early stress indicators.

Platform Features

Everything Needed to
Manage Portfolio Risk in Real Time

Continuous Re-Scoring

Every customer re-evaluated daily with the latest data. No batch cycles — always current.

  • Daily automated re-scoring
  • Bureau refresh integration
  • Score velocity tracking
  • Cohort comparison analysis

Intelligent Alert System

Multi-tier alerts escalate based on signal strength and account value — no alert fatigue.

  • Risk-tiered alert thresholds
  • Email, SMS & webhook alerts
  • Account value weighted priority
  • Snooze & suppression rules

Segmentation Engine

Automatically segment portfolio into risk tiers and assign optimal treatment strategies.

  • Dynamic risk segmentation
  • Automated treatment assignment
  • Strategy performance tracking
  • Champion-challenger testing

Portfolio Analytics

Drill from portfolio exposure down to individual account behaviour with full historical view.

  • Roll-rate & vintage analysis
  • Concentration risk heatmaps
  • Intervention outcome tracking
  • Stress-test scenario modelling

IFRS 9 Compliance

Full IFRS 9 provisioning with automated PD, LGD, EAD calculations. Audit-ready out of the box.

  • Stage 1/2/3 classification
  • Automated ECL provisioning
  • Regulator-ready audit logs
  • Model risk documentation

Core Banking Integration

Connect to any LMS, CRM, or collections platform via pre-built connectors — live in 2–4 weeks.

  • REST API & webhooks
  • Pre-built LMS connectors
  • Batch & real-time modes
  • Custom data mapping

Part of the Complete AI Credit Decisioning Suite

The Behavioural Scorecard works seamlessly with our AI Application Scorecard for new originations and our AI Decision Engine for real-time automated approvals and policy execution.

Together, they form a unified credit risk intelligence platform covering the entire customer lifecycle — from application to portfolio monitoring and collections.

Protect Your Portfolio

Stop Reacting to Defaults.
Start Preventing Them.

See how AI Behavioural Scorecards detect risk 60 days early and prevent losses across your entire portfolio.