Use cases

Built for small teams that need the answer this afternoon, not next quarter.

Micro-lenders & small NBFCs

Problem: Thin files, no credit history, field agents collecting paper statements.

What you get: One upload returns an income estimate, DTI, EMI load per lender, bounce history and a fraud score. Seconds, not a procurement thread.

monthly_income_estimate + stabilitydebt_to_income_ratioemi.per_lenderbounces.by_typefraud_score

BNPL platforms

Problem: Checkout-time decisions in under 2 seconds; can't wait for manual review.

What you get: Affordability in seconds: income, fixed obligations, recent bounces. Enough to set a real-time limit or a down-payment.

expense_to_income_ratiofixed_obligations_ratiobounces.countfraud.verdict

Gig-income underwriting

Problem: Variable earnings from Uber, DoorDash, Upwork — salary slips don't exist.

What you get: Recurring-credit detection splits salary-like vs business-like income and scores stability across months, so variable earners get fair limits instead of auto-declines.

recurring_credits.business_likeincome_stability_scoremonthly_income_by_month

Landlord & tenant screening

Problem: Credit pulls are slow, expensive, and miss cash-flow reality.

What you get: Rent-to-income, cash intensity, and overdraft flags from 3 months of statements — no credit pull, applicant uploads directly, report in seconds.

estimated_monthly_rentcash_intensityoverdraft_penalty_flagsnet_surplus

Accountants & bookkeepers

Problem: Client PDFs every month-end; manual entry eats the margin.

What you get: Converter for the books, Analyser for the advice: raw Excel plus categorised spend and a top-vendor breakdown.

transactions[].categorytop_spending_categoriespayment_mode

Freelance underwriting consultants

Problem: Need bank-grade signals without an enterprise contract.

What you get: Run applicant files through the Analyser and paste the signals into your own report. The sample report shows clients what it produces.

extraction.confidencebalance_chain

See your own numbers first. One file is enough.

Use Cases — Micro-Lenders, BNPL, Gig Income, Landlord Screening — Bank Statement Analyzer