CLR Solution Collection

Eight production-ready explainable AI packages — deploy individually or as a governed portfolio.

Modular, auditable, enterprise-ready

Each CLR solution includes trained model templates, SHAP/LIME integration, BI dashboard specs, and PDPA-compliant data handling guides. Mix and match to match your risk appetite and regulatory scope.

CLR solution collection overview

Eight CLR solutions

CLR-Insight

Executive Insight Hub

Unified explainability dashboard aggregating model outputs, drift alerts, and feature drivers for C-suite and risk committees.

SGD 12,500

CLR-Fraud fraud detection with explainable alerts

CLR-Fraud

Real-Time Fraud Shield

Graph and gradient-boosted ensemble with per-alert SHAP narratives for investigator workflows.

SGD 18,900

CLR-Churn

Churn Survival Engine

Survival analysis with counterfactual retention offers and cohort-level explanation stability reports.

SGD 14,200

CLR-Credit

Credit Decisioning Suite

Fair-lending aligned scoring with adverse-action reason codes generated from SHAP attributions.

SGD 22,400

CLR-Ops

Operations Optimiser

Demand forecasting and resource allocation models with global importance dashboards for planners.

SGD 11,800

CLR-Compliance

Regulatory Compliance Monitor

Automated model documentation, bias testing, and audit trail exports for MAS and internal policy reviews.

SGD 16,500

CLR-Forecast

Multi-Horizon Forecaster

Time-series ensembles with confidence intervals and driver decomposition for finance and supply chain.

SGD 13,700

CLR-NLP

Document Intelligence

Classification and entity extraction with attention-based explanations for legal and compliance teams.

SGD 15,300

Solution comparison

Solution ID Primary Use Case XAI Stack Typical Deploy Time
CLR-InsightExecutive reportingSHAP, Global Importance4–6 weeks
CLR-FraudPayment & identity fraudSHAP, LIME, Graph6–8 weeks
CLR-ChurnSubscription retentionCounterfactual, SHAP5–7 weeks
CLR-CreditUnderwritingSHAP, Adverse Action8–10 weeks
CLR-OpsCapacity planningGlobal Importance4–6 weeks
CLR-ComplianceModel governanceFull audit suite3–5 weeks
CLR-ForecastRevenue & demandDriver decomposition5–7 weeks
CLR-NLPDocument workflowsAttention, LIME6–9 weeks

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