Baker Hill vs nCino (2026)
For a community or regional bank, the choice is between Baker Hill's focused commercial and small business origination platform and nCino's broader lending platform with an agent layer on top. Baker Hill has sold lending software to banks and credit unions for more than 40 years, and Mechanics Bank reports a 200 percent increase in loan production since adopting it. Its successor platform, UN/FY, launched in November 2025, combines small business lending, commercial lending and deposit account opening on Microsoft Azure, with document extraction, real time data enrichment, instant pre approval and an assistant, Ask BKR, inside the workflow. Baker Hill describes its AI output as recommendations, with the institution remaining the decision maker. nCino covers the same commercial and small business ground, adds consumer and mortgage lending and portfolio analytics, and gives staff five role based agents through Banking Advisor, the agents behind ConnectOne Bank's published results. Baker Hill sells to banks, credit unions and finance companies in the United States, and nCino also sells in Europe, Japan and Australia. Neither vendor publishes a price, and neither publishes disparate impact testing of its models.
- The bank wants a lending software specialist. Baker Hill has built commercial, small business and consumer origination for banks and credit unions for four decades.
- The bank runs Baker Hill NextGen today. UN/FY is built on NextGen, so the move keeps the bank on the platform it already knows.
- The data strategy is built on Microsoft. UN/FY runs on Azure Cosmos DB and Microsoft Fabric.
- Small business applicants expect an answer quickly. UN/FY is sold on pre approval decisioning inside the bank's own workflow.
- Mortgage and consumer lending need to sit beside commercial. nCino runs them all, with account opening, on one platform.
- Staff should be able to ask questions of loan files and policy in plain language. Banking Advisor does that, and ConnectOne Bank cut policy searches from 20 minutes to as little as 30 seconds.
- The institution has operations abroad or plans them. nCino supports customers across North America, Europe, Japan and Australia.
- Agents need written limits. nCino's agents work within each user's permissions, and human review is the default across the platform.
This comparison is published by AI FinTech Index, an independent research platform that publishes independent ratings of AI vendors for financial services. Baker Hill and nCino are each graded against the same capability taxonomy, from each vendor's own public materials and the regulatory record, under the AI FinTech Index verification standard. No vendor pays for placement, and no vendor has reviewed this page. How this evidence is graded
Plain facts
| Baker Hill | nCino | |
|---|---|---|
| Primary category | Lending & Banking Operations | Lending & Banking Operations |
| Founded | Not published | 2012 |
| Headquarters | Carmel, Indiana, United States | Wilmington, North Carolina, United States |
| Website | www.bakerhill.com | www.ncino.com |
Side by Side
Select any grade to read the note behind it.
| Axis | B Baker Hill |
N nCino |
|---|---|---|
| AI Centrality | ||
| Autonomy and Oversight Model | ||
| Model Risk Management and Transparency | ||
| Operational and Outcome Evidence | ||
| AI Safety and Data Stewardship | ||
| GLBA and Data Privacy Posture | ||
| Security Certifications and Trust Center | ||
| Regulatory Status and Licensure | ||
| AI Governance and Bias Disclosure | ||
| AI Liability and Recourse | ||
| Model Supply Chain Disclosure | ||
| Core Systems and Integration Depth | ||
| Deployment Model and Data Residency | ||
| Commercial Transparency | ||
| Institution and Segment Coverage |
The short version of each
Baker Hill
Baker Hill sells loan origination and portfolio risk software to US banks, credit unions and finance companies, with commercial, small business and consumer lending at its core. UN/FY, the evolution of Baker Hill NextGen, launched in November 2025 and combines small business lending, commercial lending and deposit account opening on Microsoft Azure Cosmos DB and Microsoft Fabric. It prepopulates applications, verifies documents, enriches data from core systems and outside sources in real time and offers instant pre approval, while Ask BKR answers staff questions and the AI runs in a private Azure environment.
Source: AI FinTech Index, 2026
nCino
nCino sells a lending and account opening platform to more than 2,700 institutions, with commercial and small business lending at the center and consumer and mortgage lending alongside. Automated Spreading reads tax returns and financial statements into spreads, Continuous Credit Monitoring flags at risk loans with a recommended response, and Banking Advisor answers staff questions in plain language. The Agentic Operating System governs five Digital Partners and custom agents, and the platform runs on Salesforce and AWS. ConnectOne Bank aims to make every frontline banker 50 percent more productive with it.
Source: AI FinTech Index, 2026
Common questions
Is Baker Hill or nCino better for small business lending?
Baker Hill fits, on the AI FinTech Index's reading of the two, a bank that wants a dedicated commercial and small business origination system with decisioning built in. nCino fits a bank that wants small business lending on the same platform as every other loan and deposit account.
What does the AI do in Baker Hill and in nCino?
Baker Hill's Intelligent Documents and Data reads financial documents for spreading, Ask BKR answers policy and client questions, UN/FY offers instant pre approval from cash flow and collateral analysis, and Opportunity Insights is in development. nCino uses machine learning in spreading and credit monitoring, a generative assistant in Banking Advisor, five role based agents, and Loan PreCheck for mortgage program recommendations. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified October 12, 2026. No vendor pays for placement.
How widely are Baker Hill and nCino used?
Baker Hill serves banks and credit unions from small town institutions to large lenders, among them Mechanics Bank, a California bank with more than $19 billion in assets. nCino reports more than 2,700 customers in 20 countries, naming Wells Fargo, Bank of America, Truist, WaFd Bank and Navy Federal Credit Union among them. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified October 12, 2026. No vendor pays for placement.
What happens to Baker Hill NextGen customers?
Baker Hill will retire the NextGen name in 2026 and bring its origination suite under the UN/FY brand, describing the move for existing clients as an evolution rather than a replacement. A bank weighing nCino at that point would be moving to a different platform rather than upgrading, with Integration Gateway carrying the connections to its core. Graded by AI FinTech Index against the same capability axes from each vendor's own published materials, verified October 12, 2026. No vendor pays for placement.
Related comparisons
Other published head to head assessments involving these vendors or their closest peers. The full set for this category is on the Credit Decisioning & Underwriting page.
Baker Hill is owned by the private equity firm Flexpoint Ford. nCino, by contrast, is a Nasdaq listed company whose platform depends in part on its agreement with Salesforce.