SatSource: Farm-Level Intelligence Powering Scalable Agricultural Credit in India

Agricultural finance in India faces a persistent structural challenge. While agriculture supports a large share of livelihoods and national food security, formal credit systems struggle to serve small and marginal farmers consistently. Banks are required to make lending decisions with limited, fragmented inputs: self-declared crop information, inconsistent land records, and manual field verification. These methods are slow, costly, and increasingly unreliable in a climate-volatile environment. As a result, lenders face long turnaround times for Kisan Credit Card loans, low approval rates for new-to-credit farmers, and portfolio stress during adverse seasons.

SatSource converts satellite imagery, climate signals, and agronomic patterns into a standardised Farm Score and Farm Report that can be directly used in lending decisions. Each farm is assessed consistently across geographies using the same logic, enabling lenders to scale without scaling manual operations. A typical SatSource Farm Report includes verified farm boundaries and land use, cropping history across the last six seasons, crop identification and performance assessment, cropping intensity and irrigation condition, rainfall and groundwater stress indicators, regional agricultural potential benchmarking, and a consolidated interpretable risk view for lending. Each Farm Score is accompanied by a transparent breakdown of contributing factors, allowing credit officers and regulators to understand the assessment.

SatSource is deployed as an execution-first intelligence layer integrated by banks via APIs into existing lending workflows. During loan origination or renewal, the Farm Score and Farm Report are automatically pulled into the credit assessment process. This design enables three critical shifts: from collateral-driven to productivity-driven lending, from manual verification to automated assessment, and from reactive risk management to proactive monitoring. SatSource is currently operational across more than eight states, covering over 230 districts and 0.228 million villages.

To date, 0.63 million farm plots have been analysed and more than 60,000 farmer accounts evaluated, with the majority among small and marginal farmers cultivating less than two hectares. Loan processing time has reduced from weeks to less than one day. Approval rates increased by up to 50%, particularly for new-to-credit farmers. Field verification costs dropped by up to 80%, and portfolio quality improved through early identification of climate stress before default events. Climate risk is embedded directly into credit decisions through continuous monitoring of crop health, rainfall deviation, and water stress. SatSource is built as a Digital Public Infrastructure-aligned service, with integration with the Unified Lending Interface allowing farm intelligence to be accessed through a standardised national rail, enabling interoperability across institutions.
For additional context and detailed documentation of this use case, please refer to pages 43-44 in the attached Casebook.