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
Eight production-ready explainable AI packages — deploy individually or as a governed portfolio.
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-Insight
Unified explainability dashboard aggregating model outputs, drift alerts, and feature drivers for C-suite and risk committees.
SGD 12,500
CLR-Fraud
Graph and gradient-boosted ensemble with per-alert SHAP narratives for investigator workflows.
SGD 18,900
CLR-Churn
Survival analysis with counterfactual retention offers and cohort-level explanation stability reports.
SGD 14,200
CLR-Credit
Fair-lending aligned scoring with adverse-action reason codes generated from SHAP attributions.
SGD 22,400
CLR-Ops
Demand forecasting and resource allocation models with global importance dashboards for planners.
SGD 11,800
CLR-Compliance
Automated model documentation, bias testing, and audit trail exports for MAS and internal policy reviews.
SGD 16,500
CLR-Forecast
Time-series ensembles with confidence intervals and driver decomposition for finance and supply chain.
SGD 13,700
CLR-NLP
Classification and entity extraction with attention-based explanations for legal and compliance teams.
SGD 15,300
| Solution ID | Primary Use Case | XAI Stack | Typical Deploy Time |
|---|---|---|---|
| CLR-Insight | Executive reporting | SHAP, Global Importance | 4–6 weeks |
| CLR-Fraud | Payment & identity fraud | SHAP, LIME, Graph | 6–8 weeks |
| CLR-Churn | Subscription retention | Counterfactual, SHAP | 5–7 weeks |
| CLR-Credit | Underwriting | SHAP, Adverse Action | 8–10 weeks |
| CLR-Ops | Capacity planning | Global Importance | 4–6 weeks |
| CLR-Compliance | Model governance | Full audit suite | 3–5 weeks |
| CLR-Forecast | Revenue & demand | Driver decomposition | 5–7 weeks |
| CLR-NLP | Document workflows | Attention, LIME | 6–9 weeks |