Insights
Guidance on credit underwriting and the AA framework
Risk analytics, regulatory context, and product perspectives for lenders using consented financial data in India.
Articles
Data Strategy
How India's AA Framework Reworks Credit Underwriting
AA consent data gives lenders structured access to bank transactions. See how it changes collection, verification, consent controls, and credit underwriting beyond PDF statements.
Risk Analytics
Transaction Velocity Signals for NBFC Early Warning
Underwriting Operations
Why Bank Statement Collection Delays Loan Turnaround
Product Thinking
Conversational AI in Credit Risk: Structure Before Fluency
Regulatory
Consent-Based Financial Data Sharing for Lenders in 2026
Risk Analytics
Spotting EMI Bounce Patterns in Transaction Data Before Bureau Flags Them
Compliance
Making AI-Assisted Credit Decisions Auditable
Risk Analytics
Improving BNPL Risk Models with Bank Statement Signals
Regulatory
RBI Account Aggregator Guidelines: A Lender's Practical Checklist for 2025
SME Lending
SME Credit Assessment Without Complete GST Returns
Underwriting Operations
Cutting Credit Underwriting Time with AI: What Delivers
SME Lending