Assess Income Beyond the Documents.
AI-assisted income assessment for micro-segment borrowers where traditional income documents don't tell the full story. Guide the underwriter through the right questions, validate responses against market data, benchmark against historical performance, and arrive at a defensible income assessment.
From borrower answers to evidence-backed income.
Contextual Assessment.
Not Just Extraction.
Income Isn't Always on a Payslip.
For many Indian borrowers, income is distributed across informal or semi-formal business activity. The challenge isn't simply collecting more documents—it's knowing what questions to ask and whether the answers make economic sense.
AI That Knows What to Ask.
Ask
CredStack identifies the borrower's micro-segment and dynamically generates the right questions—not a blank form.
Validate
Borrower answers are tested against market data, commodity prices, and local benchmarks.
Benchmark
Assessments are compared against your historical portfolio—not just declared numbers.
Assess
Revenue, costs, and document-derived income are reconciled into a defensible assessment.
Different Businesses. Different Income Logic.
Each micro-segment has its own income drivers, cost structure, and validation framework—configured to match how your underwriters actually assess informal income.
Dairy Farmer
Understand herd size, productive animals, daily milk yield, selling price, seasonality, feed costs, and other income sources. Validate declared prices against market information.
Barber Shop
Assess customers per day, average ticket size, working days, services, staff, rent, consumables, and operating expenses against local benchmarks.
Kirana / Retail
Understand daily sales, product mix, margins, inventory cycles, supplier payments, cash collections, and operating expenses.
Small Trader
Assess purchase volumes, sales realization, gross margins, credit cycles, inventory, and customer concentration against portfolio benchmarks.
Farmer
Assess landholding, crop type, yield, acreage, market price, cropping cycles, input costs, and seasonal income using external market data.
Dairy Farmer
Understand herd size, productive animals, daily milk yield, selling price, seasonality, feed costs, and other income sources. Validate declared prices against market information.
Barber Shop
Assess customers per day, average ticket size, working days, services, staff, rent, consumables, and operating expenses against local benchmarks.
Kirana / Retail
Understand daily sales, product mix, margins, inventory cycles, supplier payments, cash collections, and operating expenses.
Small Trader
Assess purchase volumes, sales realization, gross margins, credit cycles, inventory, and customer concentration against portfolio benchmarks.
Farmer
Assess landholding, crop type, yield, acreage, market price, cropping cycles, input costs, and seasonal income using external market data.
Ask the Right Questions. Automatically.
The AI agent dynamically generates segment-specific questions, structures responses into income drivers, and validates assumptions against market and portfolio data.
“How many cattle do you own and how much milk do they produce?”
“Is the declared milk price reasonable against market rates?”
“How does this assessment compare with similar borrowers in your portfolio?”
AI Does the Analysis. The Underwriter Owns the Decision.
A decision workspace that prepares the assessment—declared income, AI-assessed income, key observations, and a clear recommendation—for underwriter review, modification, or approval.
Borrower: ABC Dairy
ASSESSMENT #IA-38472
12 cattle — within benchmark range for segment and geography
8L/day per animal — consistent with portfolio median
Declared ₹48/L vs market reference ₹44–₹47/L — +6.8% variance
Feed, labour, and veterinary costs within expected range
Bank statement credits align with assessed income within tolerance
Understand What "Reasonable" Actually Means.
Bring Every Source of Income Evidence Together.
No single source tells the whole story. CredStack unifies formal documents, borrower conversations, third-party market data, and your own portfolio experience into one holistic income assessment.
Every Lender Has a Different View of "Reasonable."
Define the micro-segments, questions, income drivers, cost assumptions, benchmarks, and decision rules that reflect your institution's underwriting philosophy.
Micro-Segments
Define the occupations and business types you finance.
Questions
Define what the AI should ask for each segment.
Income Drivers
Define how borrower answers contribute to income.
Cost Assumptions
Configure applicable expense structures by segment.
External Benchmarks
Define relevant third-party data sources for validation.
Portfolio Benchmarks
Use your historical data to establish practical ranges.
Decision Rules
Define when an assessment is acceptable, requires review, or should be rejected.
Turn Assisted Assessment Into Underwriting Intelligence.
Configure how declared, assessed, and document-derived income are reconciled.
Apply institution-specific rules to determine when variances are acceptable, when review is required, and which income figure to use in the credit decision.
IF Assisted Income WITHIN ±15% of Document-Derived Income AND Portfolio Benchmark Met → USE ASSESSED INCOME Confidence = HIGH
IF Declared Income > 25% ABOVE Assisted Assessment → FLAG = Income Inflation Risk Underwriter Review = REQUIRED
IF Declared Price > Market Reference + 5% → FLAG = Price Assumption Review Mitigant = Verify with local data
Turn Field Knowledge Into Defensible Income Assessment.
Know Why the Number Is ₹61,000.
Every income figure can be traced back through borrower answers, income drivers, external benchmarks, portfolio comparisons, document evidence, and the calculation that produced the final assessment.
Borrower Responses
See exactly what the borrower said and how each answer maps to an income driver.
Market Validation
Understand which assumptions were tested against external references and why.
Portfolio Context
Compare the assessment against similar borrowers and observed outcomes in your portfolio.
Document Reconciliation
See how assisted income aligns with banking, ITR, and GST-derived figures.
Don't Just Ask What They Earn. Understand How They Earn It.
From Assisted Income to Complete Credit Intelligence.
Assisted Income Assessment flows directly into Quick CAM and underwriting decisioning—connecting field-level income intelligence to the broader CredStack platform.
Assisted Income Assessment
Turn borrower conversations and micro-segment intelligence into a defensible income figure.
Quick CAM Integration
Feed the assessed income directly into Quick CAM for eligibility, FOIR, and policy checks.
Bank Statement Analyzer
Reconcile assisted income against banking-derived cashflow and transaction intelligence.
Document Intelligence
Cross-verify assisted income against GST, ITR, and other formal income documents.
Credit Decision
Connect defensible income assessment to eligibility, mitigants, and the final underwriting decision.
Better Income Assessment. Better Credit Decisions.
Assess Informal Income Better
Bring structured intelligence to borrowers whose income isn't fully captured in formal documents.
Improve Underwriter Productivity
Let AI handle questioning, analysis, reconciliation, and benchmarking.
Reduce Income Inflation
Identify assumptions that don't align with market or historical evidence.
Make Decisions More Consistent
Apply a repeatable assessment framework across micro-segments and geographies.
Assess Income Like an Expert. At Scale.
CredStack combines borrower conversations, documents, market intelligence, and your own portfolio experience to turn informal income into an evidence-backed credit assessment.