Solutions›CART›Cash Flow Based Lending
CART — Credit Intelligence

Cash Flow Based
Lending Engine

CART's cash flow lending engine enables lenders to underwrite credit based on actual account cash flows — unlocking credit for MSME businesses, self-employed professionals, gig workers, and thin-file borrowers who lack traditional credit documentation.

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40%
Larger addressable borrower pool
30%
Better loan performance vs bureau-only
3 min
Cash flow score generation
NTC
New-to-Credit ready
The Problem

Why Existing Approaches Fall Short

Manual processes, fragmented tools, and legacy systems create compounding inefficiencies that limit speed, accuracy, and risk visibility.

Bureau-Only Underwriting Excludes Creditworthy Borrowers
Millions of creditworthy MSMEs, self-employed individuals, and informal workers are excluded from formal credit because they lack bureau history — not because they lack repayment capacity.
Tax Filings Do Not Reflect Real Business Income
Many MSMEs report conservative income in formal filings. Bank account cash flows often reveal actual business turnover significantly higher than declared income — creating a credit gap.
Traditional Underwriting Misses Working Capital Rhythm
Seasonal businesses, traders, and distributors have cyclical cash flows that traditional income-based underwriting cannot adequately capture or credit.
Thin-File Borrowers Face Systemic Credit Exclusion
Young professionals, new businesses, migrants, and first-generation entrepreneurs are creditworthy but systemically excluded by documentation-heavy underwriting processes.
Why Traditional Underwriting Fails Cash-Flow Borrowers
Bureau score required as mandatory eligibility criterion
ITR/formal income documents needed for loan sanction
Cash-based businesses excluded from formal credit
Seasonal income patterns misinterpreted as instability
MSME borrowers forced to over-report or under-borrow
Financial inclusion targets missed due to documentation barriers
How It Works

How CART's Cash Flow Lending Engine Works

A cash-flow-first underwriting approach that reads actual financial behavior — not just documents — to make smarter credit decisions.

Step 01
Cash Flow Data Ingestion
Ingest bank statements and/or AA bank account data for the borrower — covering primary business accounts, salary accounts, and secondary accounts.
Step 02
Cash Flow Profiling
Build a structured cash flow profile — monthly inflows, outflows, seasonality patterns, average daily balance, and minimum balance behavior over 6–12 months.
Step 03
Income Reconstruction
Reconstruct effective income from cash flows — accounting for business expenses, tax payments, and transfers — to derive actual surplus available for loan obligations.
Step 04
Obligation Identification
Identify existing EMI payments, recurring outflows, and financial obligations from account behavior — computing real FOIR (Fixed Obligation to Income Ratio).
Step 05
Cash Flow Credit Score
Generate a cash flow credit score incorporating income stability, cash flow consistency, obligation burden, and balance behavior — calibrated for the specific lending product.
Step 06
Loan Sizing & Terms
Recommend loan amount, EMI range, and tenure based on cash flow surplus — ensuring repayment obligation is within demonstrated cash flow capacity.
Key Capabilities

Cash Flow Lending Capabilities

Surrogate Income Scoring
Build credit-grade income estimates from bank account behavior for borrowers without formal income documentation or with conservative formal filings.
Seasonal Cash Flow Modeling
Identify and model seasonal income patterns — adjusting credit assessment to account for cyclicality in trader, farmer, and seasonal business income.
Multi-Account Aggregation
Aggregate cash flows across multiple business accounts, current accounts, and savings accounts to build a complete business cash flow picture.
FOIR Computation
Real-time Fixed Obligation to Income Ratio computation from actual EMI patterns in bank statements — more accurate than self-declared FOIR.
GST Turnover Alignment
Cross-validate bank account inflows with GST returns to corroborate business turnover and identify discrepancies.
Cash Flow Stress Testing
Assess borrower resilience to income reduction scenarios — stress testing repayment capacity under downturn conditions.
Product-Specific Models
Separate cash flow scoring models for MSME working capital, professional loans, agricultural credit, and informal sector lending.
Bureau Score Enhancement
Combine cash flow scores with bureau signals to create blended credit scores — improving predictiveness over either signal alone.
Business Impact

Measurable Outcomes for Your Institution

Our customers report consistent improvements across turnaround time, accuracy, operational efficiency, and risk management.

40%
Larger Addressable Market
Serve creditworthy borrowers previously excluded by bureau-only qualification criteria
30%
Better Portfolio Performance
Cash flow-based underwriting outperforms bureau-only models for MSME and self-employed segments
50%
More Accurate FOIR
Actual bank account obligation analysis vs. declared FOIR reduces loan-to-capacity mismatches
3 min
Cash Flow Score Generation
Automated cash flow profiling and scoring for rapid credit decisioning
Who It's For

Built for the Teams That Matter Most

Designed with input from practitioners across credit, risk, operations, compliance, and technology functions.

MSME Lending Teams
Underwrite small businesses accurately using actual business account cash flows — beyond what ITR and tax documents reveal.
Financial Inclusion & Microfinance Teams
Extend formal credit to underserved and thin-file segments using cash flow as the primary credit signal.
Product Management
Design lending products specifically calibrated for cash-flow borrowers — with appropriate loan sizes, tenures, and EMI structures.
Credit Policy Teams
Develop and implement cash-flow-based underwriting policies alongside traditional bureau-based policies.
Agri & Rural Lending Teams
Handle seasonal and cyclical income patterns typical of agricultural and rural borrower profiles.
Fintech Lending Platforms
Build embedded lending products that use real-time AA data to power cash flow credit decisions in digital journeys.
Use Cases

Real Scenarios. Practical Results.

How financial institutions apply this solution across their business operations.

Use Case 01
MSME Working Capital Assessment
Assess working capital loan eligibility for small businesses based on current account cash flows — capturing actual business income beyond conservative ITR filings.
MSMEWorking CapitalGST Alignment
Use Case 02
Self-Employed Professional Loans
Underwrite loans for doctors, architects, consultants, and other professionals using account inflows — handling the income variability typical of professional practices.
Self-EmployedProfessional LoansNBFCs
Use Case 03
Gig Economy Credit Products
Design and underwrite loan products for delivery partners, ride-share drivers, and platform workers using weekly/monthly platform income credited to bank accounts.
Gig WorkersPlatform EconomyFintech
Use Case 04
Agricultural Term Loans
Build seasonal cash flow profiles for farmers using agricultural produce sale receipts — accommodating the lumpy, seasonal income pattern of crop-based agriculture.
AgricultureKisan CreditSeasonal Lending
Use Case 05
New Business Credit (Business < 3 Years)
Underwrite young businesses that lack 3-year ITR history but demonstrate strong, growing cash flows in their business accounts.
New BusinessesStartup FinanceMSME
Use Case 06
Informal Sector Worker Credit
Extend personal credit to informal sector workers — shopkeepers, mechanics, tailors — who receive cash income deposited in savings accounts.
Informal SectorFinancial InclusionMFIs
FAQs

Frequently Asked Questions

Can cash flow-based underwriting replace bureau scores entirely?

For some segments and products, yes — particularly where bureau data is thin or absent. For most lending products, CART recommends a blended approach: cash flow scores complement bureau data, improving predictiveness. Cash flow-only models are recommended for NTC, thin-file, and informal segment products.

How does CART handle income seasonality in cash flow profiling?

CART's cash flow models explicitly identify and account for seasonal income patterns. Rather than using monthly averages that would undervalue peak-season capacity and overvalue trough months, the models build season-adjusted income estimates and stress-test repayment capacity across seasonal cycles.

What is the minimum data period required for cash flow assessment?

CART can generate meaningful cash flow profiles with 3 months of data, though 6–12 months is recommended for seasonal income patterns. For business accounts, 12 months provides the most reliable turnover and income stability assessment.

How does cash flow-based underwriting perform compared to traditional models?

CART's cash flow models consistently outperform bureau-only models for MSME and self-employed segments in terms of predictive accuracy for 90-day DPD. The improvement is most pronounced for thin-file and NTC borrowers where bureau signals are weak or absent.

Can cash flow models be calibrated for specific product types?

Yes. CART supports product-specific cash flow model configurations — different scoring logic for working capital vs. term loans vs. personal loans — reflecting the different repayment dynamics and risk profiles of each product.

Unlock Credit for the Cash Flow Economy

See how CART's cash flow lending engine expands your addressable market — and improves underwriting quality for MSME, self-employed, and thin-file segments.

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