Lama AI vs nCino (2026)
For a community or regional bank modernizing commercial lending, the choice is between Lama AI, which puts agents at the center of origination, and nCino, which adds agents to a lending system of record that more than 2,700 institutions already run. Lama AI covers Small Business Administration (SBA), commercial and industrial, commercial real estate, construction and specialty loans, and its agents turn a borrower package into a decision ready credit memo in five minutes. It deploys alongside a bank's existing systems rather than replacing them, can go live in as little as three weeks on its templates, and plugs into Salesforce Financial Services Cloud. nCino builds partly on Salesforce itself and runs consumer, mortgage and deposit account opening on the same system as commercial credit. Gate City Bank reports approvals ten times faster with Lama AI, while nCino's clearest production evidence comes from ConnectOne Bank's custom agents. Lama AI says it works within each bank's policies and approval processes, and nCino keeps human review as the default. Neither publishes a price, and neither publishes disparate impact testing of its own models.
- The current loan system has to stay. Lama AI deploys alongside a bank's existing origination and core systems instead of replacing them.
- Results are needed this quarter. Lama AI can go live in as little as three weeks on its industry templates.
- Credit memos are the bottleneck. Lama AI's agents draft memos and narratives to the bank's own templates and committee expectations, and the team reviews them before they go out.
- Covenants and annual reviews slip through the cracks. Lama AI's monitoring agent tracks covenants, financials, insurance, appraisals and renewals across the whole portfolio in the background.
- The bank wants one lending system for every book. nCino carries consumer, mortgage, small business and commercial loans and deposit accounts together.
- The institution has customers outside the United States. nCino reports clients in 20 countries, including two Japanese regional banks that chose it in 2026.
- Board risk committees want the vendor itself examined. Regulators review nCino's information technology controls as part of periodic examinations of the data processing it does for banks.
- Pricing has to track the business. nCino bills on portfolio assets and AI use, metering its Digital Partners in Intelligence Units.
This comparison is published by AI FinTech Index, an independent research platform that publishes independent ratings of AI vendors for financial services. Lama AI 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
| Lama AI | nCino | |
|---|---|---|
| Primary category | Lending & Banking Operations | Lending & Banking Operations |
| Founded | 2022 | 2012 |
| Headquarters | New York, New York, United States | Wilmington, North Carolina, United States |
| Website | www.lama.ai | www.ncino.com |
Side by Side
Select any grade to read the note behind it.
| Axis | L Lama AI |
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
Lama AI
Lama AI sells an agentic origination platform to community and regional banks for small business and commercial lending, covering SBA 7(a), 504 and USDA loans, commercial and industrial, commercial real estate, construction, agriculture, lines of credit and business credit cards. Its agents handle intake, document assessment, spreading, memo drafting, workflow and portfolio monitoring, producing financial spreads at 95 percent or better accuracy and surfacing covenant breaches and stale financials as they appear. More than 100 prebuilt integrations reach cores, risk models and the SBA's electronic loan system.
Source: AI FinTech Index, 2026
nCino
nCino sells a lending and account opening platform to more than 2,700 banks, credit unions and mortgage lenders, where commercial and small business credit share one system with consumer and mortgage loans and deposit accounts. Banking Advisor gives staff a plain language way into loan files and policy, and Analyst Digital Partner speeds credit analysis for underwriters. Integration Gateway, from the Sandbox Banking purchase, links the platform to Fiserv, Jack Henry, FIS and other cores. Fundamental parts of the platform run on Salesforce, and AWS carries the intelligence features.
Source: AI FinTech Index, 2026
Common questions
Should a bank choose Lama AI or nCino for commercial lending?
Lama AI is the closer fit, on the AI FinTech Index's reading of the two, for a bank that wants to keep its current core and loan systems and add agents to commercial and SBA origination quickly. nCino fits a bank replacing its lending system outright, or one that wants consumer, mortgage and deposit products on the same platform as its commercial book.
How do Lama AI and nCino work through a commercial loan file?
Lama AI's agents take a borrower's documents from any channel, spread the financials against the bank's templates and chart of accounts, and draft a credit memo for committee. nCino's Automated Spreading reconciles extracted statements line by line and flags fields it cannot read, and Analyst Digital Partner speeds the credit analysis that follows. 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 have Lama AI's and nCino's bank customers reported?
Gate City Bank, a $3.6 billion mutual bank, reports approvals ten times faster, and Colony Bank cut 95 manual tasks to 32 with Lama AI. At nCino, ConnectOne Bank grew active users of Banking Advisor by 41 percent in ten weeks, and one of its custom agents cut the time to update relationship records by 60 percent. 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 security assurance do Lama AI and nCino publish?
Lama AI states it is SOC 2 Type 2 certified, encrypts data with 256 bit keys, supports role based access and single sign on, and runs a trust center for its documents. nCino names SOC 1 Type II and SOC 2 Type II reports, an ISO 27001 certification, alignment with the Cloud Security Alliance's assurance program and Payment Card Industry controls for funding applications. 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.
Lama AI's Series A was led by EJF Ventures, the fintech arm of EJF Capital, with Fin Capital among the other investors, and Salesforce partnered with Lama AI to offer its lending service on Financial Services Cloud. nCino, listed on Nasdaq, builds on the Salesforce Platform too, so a bank weighing the two is choosing between vendors that lean on the same partner.