How nCino Uses Databricks to Build Domain-Specific Banking AI at Scale

nCino operates a cloud-based Bank Operating System (BOS) serving over 2,800 financial institutions worldwide, holding 13 years of platform history and trillions of dollars in loan data. This depth of domain-specific financial data — covering regulatory requirements, standard banking processes, and industry terminology — represents a competitive moat that no generic AI model can replicate.

The challenge facing nCino and its customers was familiar to enterprise AI adopters: generic AI tools lacked the domain understanding required for banking operations. Regulatory compliance, lending workflows, and risk monitoring demand precise, trustworthy AI — not generic chatbots. Fragmented data infrastructure also created compliance risk and made it difficult to govern sensitive financial information across multiple systems.

nCino standardized on Databricks as its data intelligence foundation, running within a single AWS ecosystem to reduce complexity and strengthen compliance. Databricks Unity Catalog provides unified governance across all data, analytics, and AI assets, while Databricks AI/BI Genie enables natural language querying for executives, analysts, and relationship managers alike.

Built on this foundation, nCino launched three AI-native capabilities: Banking Advisor, a conversational AI interface with role-based personalization integrated natively into the nCino Platform; Continuous Credit Monitoring, which uses real-time data to automatically identify at-risk loans and generate prioritized risk alerts with impact scoring; and Operations Analytics Pro, which surfaces peer benchmarking from hundreds of institutions to identify performance gaps — for example, flagging a $2.1 million annual opportunity cost from slower commercial lending cycles.

The results demonstrate the power of domain-specific AI. Banking Advisor automates document filing 3.5x faster and frees staff for relationship-building work. Risk officers receive automated alerts when loan performance deviates from expected patterns, shifting teams from reactive firefighting to proactive portfolio management. nCino won the 2025 Datos Insights Impact Award Gold Medal for Best Artificial Intelligence and Advanced Analytics Innovation.