Platform Capabilities
Capabilities are grouped by domain. All capabilities listed below are production-verified.
Financial Health Scoring
Business Health Index (BHI)
Proprietary five-component weighted composite score (0-100) measuring entity financial health. Components assess liquidity, volatility, revenue stability, expense management, and payment behavior.
Bands: critical (0-34), poor (35-49), fair (50-64), good (65-79), excellent (80-100).
SME Health Calculator
Lightweight alternative to BHI with six components: stability, growth, diversification, cash flow health, activity, and seasonality.
Seasonal Adjustment
Industry-specific monthly adjustment profiles that compensate for expected seasonal variations. Covers agriculture/cocoa, retail/commerce, hospitality/tourism, construction, services/technology, manufacturing, and other industries relevant to deployment markets.
Peer Benchmarking
Percentile ranking across multiple financial metrics against an anonymized peer cohort. Performance labels: top_quartile, above_average, average, below_average, bottom_quartile.
Fraud Detection
Signal Detection Engine
Multi-signal detection engine operating on configurable time windows. Detects:
- Velocity anomalies (unusual transaction count or value spikes)
- Behavioral pattern shifts (dormancy-to-activity transitions)
- Structuring patterns (threshold evasion indicators)
- Concentration anomalies (unusual value distribution)
- Flow analysis (pass-through and layering patterns)
- Peer-based statistical outlier detection
All signals produce explainability metadata: contributing factors, mitigating factors, and evidence items.
Risk Assessment
Risk Scoring Service
Composite risk score (0-100) combining multiple proprietary components including health assessment, churn probability, default probability, and volatility.
Risk bands: low, medium, high, critical.
Markov Credit State Model
Four-state discrete Markov chain (healthy/watch/critical/default) with Bayesian posterior estimation. Produces forward-looking state transition predictions, steady-state distribution, and expected time-to-default.
Cashflow Forecasting
Forward-looking weekly projections with trend extrapolation, seasonal decomposition, and configurable confidence intervals (90/95/99%). Outputs include shortfall probability, working capital gap, and risk flags.
Recommendations
Next-Best-Action Engine
Rule-based recommendation engine generating prioritized actions for relationship managers. ML re-ranking available for improved personalization.
Human approval required for all credit, retention, and treasury actions.
Credit Line Proposals
Automated credit limit adjustment proposals with human-in-the-loop approval workflow. Portfolio-level credit reviews available.
Compliance
KYC/AML Workflow Orchestration
Full case lifecycle management (open, under_review, pending_info, escalated, closed). SLA tracking with breach alerts. Evidence snapshots. Regulatory report preparation templates.
Sanctions Screening
Integration-ready sanctions screening with configurable match thresholds. Requires external sanctions data provider.
Data Subject Rights
Data export, data erasure, and Data Subject Request lifecycle management with full audit trail.
Workflow Automation
Configurable multi-step workflows with event-driven, cron, and manual triggers. Durable execution with crash recovery. Conditional branching via workflow DSL.
ML Service
Python-based inference service providing ML-enhanced scoring for health assessment, cashflow forecasting, and action re-ranking. All endpoints fall back to deterministic heuristic scoring when ML models are unavailable.