LendOS unifies fraud detection, credit scoring, LLM narratives, and NBFC operations into one production-grade platform — so every lender can ship explainable, RBI-compliant credit decisions in under 5 seconds.
Fraud → Credit → LLM end-to-end
Across 6 ML/rule layers
CIBIL · Experian · CRIF
RBI 2022 · DPDP 2023 · KFS
From the very first KYC tap to the last EMI collection — production-grade, observable, RBI-ready.
Identity · Documents · Behaviour · Network · Stacking · Income — sub-second risk verdict per applicant.
Indian-market scorecard with dynamic pricing slabs, FOIR-aware DTI checks, and Tier 1–5 risk bands.
Claude-powered RBI-compliant credit officer narrative with strengths, concerns, and KFS-ready conditions.
Post-disbursal NPA prediction from AA bank signals. Rank-ordered actions before the first DPD.
Cross-NBFC blacklist and stacking signals — shared risk graph that protects every lender on the platform.
Tamil/Hindi voice flow via Sarvam AI — zero-friction loan applications for Bharat.
Auto-generated NBS-1, NBS-2, ALM, and KFS — RBI returns shipped on a button click.
Multi-product underwriting — personal, salary advance, BNPL, and SME — with merchant-tier risk.
LendOS is a production fintech stack: async FastAPI, PostgreSQL with full audit trails, Celery-driven EWS scans, MinIO-encrypted KYC storage, Prometheus + Grafana telemetry, and a Claude-powered explainability layer for every credit decision.
POST /api/v1/applications/ → FraudEngine.run_full_check() [<2s] ├─ L1 Identity • PAN/Aadhaar match · liveness ├─ L2 Documents • OCR · metadata · forgery ├─ L3 Behaviour • bot · paste · VPN · device ├─ L4 Network • cross-NBFC stacking ├─ L5 Bureau • DPD · enquiries · writeoff └─ L6 Income • bank-stmt vs payslip vs EPFO → CreditScoringEngine.score() [<100ms] └─ 850-pt scorecard → Tier 1-5 → dynamic rate → Anthropic Claude Sonnet [<3s] └─ RBI-compliant officer narrative ← 200 OK "decision": "AUTO_APPROVE", "rate": 14.2, "emi": 9281, "borrower_explanation": "Approved due to..."
Async Python · type-safe TS · battle-tested infra.
Self-hosted, multi-tenant, and shipped with everything an Indian NBFC needs to go live — including reg reports.