Model Risk Management & Model Validation
Prepare for the Next Era of Model Risk Management
Independent Model Validation & Model Risk Management for Banks, NBFCs & Financial Institutions
Validate. Explain. Monitor. Govern.
Build AI and risk models that are not just accurate, but explainable, compliant and trusted across the entire model lifecycle.
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Models We Validate
From classic scorecards to GenAI decision systems, with independent validation across every model type the 2026 framework now brings into scope.
Why Leading Financial Institutions Choose Think360
Specialized Expertise
Deep domain and analytics expertise across credit risk, fraud, underwriting, alternate data and more.
Independent by Design
A dedicated validation team, walled off from our model-building units. As policy, we never validate models Think360 built, so your review stays truly at arm's length.
Comprehensive Coverage
End-to-end validation across all model types, techniques and the entire model lifecycle.
Backed by CAMS
Part of CAMS Group, India's largest financial infrastructure company.
Our Comprehensive Validation Framework
Eight stages mapped directly to the 2026 draft's expectations: accuracy, explainability, fairness, robustness and governance.
Data Assessment
- Data quality
- Leakage check
- Representativeness
- Outlier analysis
Performance Evaluation
- AUC, KS, Gini
- Rank Ordering
- Bad Rate Analysis
- Lift & CAP
- Cut-off analysis, Calibration
Explainability Analysis
- SHAP / LIME attribution
- Black-box transparency thresholds
- Feature importance
Fairness & Bias Assessment
- Discriminatory bias probing
- Demographic parity metrics
- Regulatory fairness controls
Stability & Drift Analysis
- PSI / CSI
- Population drift
- Concept drift
- Trend analysis
Robustness Testing
- Adversarial red-teaming
- Stress & sensitivity analysis
- Algorithmic edge-case probing
Governance Review
- Kill-switch & override audit
- Automation-bias safeguards
- Policy & 10-yr inventory alignment
Recommendations
- Recalibration
- Cut-off adjustment
- Redevelopment
- Monitoring plan
What You Receive
Governance-ready outputs your Risk, Compliance and Audit teams can put in front of the Board and RBI, not just a scorecard report.
Independent Validation Report
Detailed report with methodology, results, risk rating and executive summary.
Executive Risk Dashboard
Visual dashboard of key metrics, trends and real-time model performance insights.
Explainability Report
SHAP/LIME insights with driver analysis and definitive black-box transparency mapping.
Bias & Fairness Assessment
Bias detection, demographic fairness metrics and proactive equity recommendations.
Stability & Drift Report
PSI/CSI analysis, data/concept drift trends and population stability assessment.
RMCB-Ready Governance Dossier
Boardroom-ready documentation tailored for the Risk Management Committee of the Board and RBI auditors.
Actionable Remediation Roadmap
Prioritized remediation, kill-switch guidance and continuous monitoring roadmap.
Engagement Models
Three ways to work with us, including a dedicated path for the 2026 draft's third-party accountability clause.
Complete Model Review
Full access to model artifacts, source code and historical data for deep-dive, end-to-end white-box validation.
- Champion / Challenger validation
- Full recalibration assessment
- Detailed feature analysis
Output Validation
Score outputs, backtesting and performance data-based validation for environments where code access is restricted.
- Score performance & stability
- Backtesting & benchmarking
- Cut-off & policy impact analysis
Independent Vendor Validation
Strict independent validation of vendor and fintech models, ensuring complete compliance with RBI's absolute third-party liability clause.
- Vendor model risk assessment
- Black-box validation techniques
- Risk & governance review
