A Princeton Economics student reflects on her summer at FinBox, exploring how India’s lending ecosystem, infrastructure, regulation, and consumer behaviour shape fintech products—and what it takes to adapt them for new markets.
CLoU is a UPI use case enabled by NPCI following RBI's September 2023 circular permitting pre-sanctioned credit lines from banks to be linked to UPI. Only scheduled commercial banks (& select regulated entities as permitted by RBI) can issue the underlying credit line.
India's Account Aggregator (AA) ecosystem — governed under RBI's NBFC-AA framework and coordinated industry-wide by Sahamati — has enabled a category of data analytics providers that convert consented financial data (bank statements, AA feeds) into underwriting-ready signals.
India has four RBI-licensed CICs — TransUnion CIBIL, Equifax, Experian, and CRIF High Mark — that are the actual source of bureau data. Most banks use API aggregators o fetch, normalise, and format bureau data. But these aggregators solve data plumbing, not credit decisioning.
NBFCs choosing credit underwriting software should evaluate 4 things: (1) a configurable BRE that credit teams can edit without engineering dependency, (2) ML model orchestration with champion-challenger testing (3) native integrations across geographies (4) explainability sufficient for audits.
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What is Banking as a Service and who are the target customers. How Banking as a Service is helping SMEs to get easy access to B2b credit?
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