AI use cases · computed from bank profiles; nothing on this page is written by a model. All ranked answers: /banks/leaders
On the public record as of Oct 28, 2026, 88 of the 141 large banks profiled describe at least one sourced AI use case for credit underwriting on their profile. Ranked by use cases (in production), the top 5 are Zions (5 use cases), First Horizon (5 use cases), Western Alliance (3 use cases), Stifel Bank (3 use cases) and RBC (3 use cases). Zions's strongest evidence: AI in credit review, appraisal review and financial-statement spreading: AI widens the population of deals the credit-review function examines.
141 banks profiled (120 US, 21 non-US) · 88 with matching evidence · top 40 shown · ranked answer, not a comparison
Which of the large banks use AI for credit underwriting?
| # | Bank | Use cases (in production) | Strongest use case | Status | Date | On this site | Sources |
|---|---|---|---|---|---|---|---|
| 1 | Zions | 5 | AI in credit review, appraisal review and financial-statement spreading: AI widens the population of deals the credit-review function examines | In production (2 of 5 in production) | Apr 21, 2026 | Zions profile → | American Banker ↗ · Yahoo Finance ↗ |
| 2 | First Horizon | 5 | AI file-structure organisation for loan-application documents: Saves about two to three minutes per document, hundreds of staff hours within three months of use | In production (1 of 5 in production) | Oct 1, 2026 | First Horizon profile → | Investing.com ↗ · First Horizon ↗ |
| 3 | Western Alliance | 3 | Venture debt to AI-product companies (Ordway): Innovation Banking Group provided debt participation in a $20 million round for a company doubling R&D on AI agents… | In production (3 of 3 in production) | Aug 5, 2026 | Western Alliance · fraud and credit ai → | Western Alliance Bancorporation (SEC filings) ↗ · Western Alliance Bancorporation ↗ |
| 4 | Stifel Bank | 3 | Fund banking and wealth-linked lending: $24.8 billion loan book growing up to $4 billion a year | In production (3 of 3 in production) | Jul 23, 2026 | Stifel Bank profile → | Stifel Financial ↗ · Yahoo Finance ↗ |
| 5 | RBC | 3 | Newcomer credit limit increases: Machine learning lets RBC offer roughly 40% more credit limit increases to Canadians with under two years of credit… | In production (2 of 3 in production) | Oct 6, 2026 | RBC profile → | Royal Bank of Canada (CNW via Yahoo Finance) ↗ · Royal Bank of Canada ↗ |
| 6 | BMO | 3 | SmartDecision insurance underwriting: AI-enhanced real-time life-insurance decisions | In production (2 of 3 in production) | Jul 9, 2026 | BMO profile → | BMO AI Hub ↗ · CNW via FT Markets ↗ |
| 7 | BNP Paribas | 3 | Document AI for French mortgage files: Intelligent document processing on the in-house Doc Factory software checks purchase agreements, property tax notices… | In production (1 of 3 in production) | Mar 5, 2025 | BNP Paribas profile → | BNP Paribas ↗ · Bloomberg ↗ |
| 8 | CIBC | 2 | DocuMind document intelligence for lending: Generative-AI document processing for faster lending decisions and fraud detection: 63,000 documents a month and about… | In production (2 of 2 in production) | Aug 27, 2026 | CIBC profile → | CIBC via CNW (Yahoo Finance) ↗ · CIBC ↗ |
| 9 | Wintrust | 2 | Automated credit assessment in premium finance: Wintrust describes its property and casualty premium finance book of $8 billion to $9 billion as 'very automated'… | In production (2 of 2 in production) | Aug 26, 2026 | Wintrust profile → | Equipment Finance News (first published by sister title FinAi News) ↗ · Investing.com ↗ |
| 10 | Santander US | 2 | Automated custom score and 100 auto pricing tiers: An automated originations process assigns every auto applicant a proprietary custom score (FICO scores, DTI, LTV and… | In production (2 of 2 in production) | Jul 31, 2026 | Santander US profile → | FICO (Business Wire) ↗ · Santander Holdings USA (SEC filings) ↗ |
| 11 | Merchants Bank of Indiana | 2 | Multifamily and healthcare mortgage banking with securitisation: Origination, servicing and agency securitisation | In production (2 of 2 in production) | Jul 28, 2026 | Merchants Bank of Indiana profile → | Merchants Bancorp (PR Newswire) ↗ · American Banker ↗ |
| 12 | Banc of California | 2 | Venture banking for AI and technology start-ups: Technology and life-science lending | In production (2 of 2 in production) | Jul 4, 2026 | Banc of California profile → | Los Angeles Business Journal (reprint posted by Banc of California) ↗ · Banc of California ↗ |
| 13 | Popular | 2 | Automatic eligibility decisions on digital loan and card applications (not described as AI): Eligible customers in Puerto Rico and the U.S | In production (2 of 2 in production) | Jun 11, 2026 | Popular profile → | Popular, Inc. ↗ · Popular, Inc. (SEC filings) ↗ |
| 14 | SoFi | 2 | Oscilar AI risk decisioning for credit strategy: SoFi selected Oscilar to unify credit underwriting, collections and fraud decisioning | In production (2 of 2 in production) | Jun 3, 2026 | SoFi profile → | SEC (SoFi Technologies 8-K) ↗ · Oscilar (PR Newswire) ↗ |
| 15 | Synchrony | 2 | PRISM credit decisioning with cashflow data: A proprietary model analysing about 9,000 data points returns decisions in seconds | In production (2 of 2 in production) | Jun 1, 2026 | Synchrony profile → | American Banker ↗ · PYMNTS ↗ |
| 16 | Truist | 2 | Wholesale underwriting and adviser analytics: AI and predictive analytics to speed underwriting, scale lead generation in payments and wealth, and improve adviser… | In production (2 of 2 in production) | Apr 17, 2026 | Truist profile → | The Motley Fool (Yahoo Finance) ↗ · Truist Financial (SEC filing) ↗ |
| 17 | Bread Financial | 2 | Machine-learning credit models and possible deep learning: Over 200 machine learning models are embedded in the business | In production (2 of 2 in production) | Feb 13, 2026 | Bread Financial profile → | Investing.com ↗ · Bread Financial Holdings (SEC filing) ↗ |
| 18 | Lloyds | 2 | GenAI application for commercial real estate lending: The first generative AI application in Business and Commercial Banking, expediting the tenancy-schedule step of… | In production (2 of 2 in production) | Feb 13, 2026 | Lloyds profile → | Lloyds Banking Group (SEC filing) ↗ · Google Cloud (PR Newswire) ↗ |
| 19 | Axos Bank | 2 | AI in commercial credit underwriting and portfolio management: Manual, repetitive underwriting and monitoring tasks automated | In production (2 of 2 in production) | Jan 29, 2026 | Axos Bank profile → | Yahoo Finance ↗ · The Motley Fool (Yahoo Finance) ↗ |
| 20 | TD Bank Group | 2 | Agentic pre-adjudication for mortgages and HELOCs: Autonomous agents classify documents, calculate income, check policy and consent and write an underwriter summary | In production (1 of 2 in production) | Sep 9, 2026 | TD Bank Group profile → | TD Bank Group ↗ · Motley Fool (Yahoo Finance) ↗ |
| 21 | Eastern Bank | 2 | Express Business Loan automated decisioning: Five-minute application and decisions 'often instantly' for small-business loans up to $200,000 | In production (1 of 2 in production) | Sep 1, 2026 | Eastern Bank profile → | Eastern Bank ↗ · Eastern Bank ↗ |
| 22 | BMO Financial Group | 2 | SmartDecision life-insurance underwriting: Real-time decisions on eligible Term, Universal and Whole Life applications up to $5 million | In production (1 of 2 in production) | Sep 1, 2026 | BMO Financial Group profile → | BMO Financial Group (BMO AI Hub) ↗ · BMO Insurance (PR Newswire via Financial Post) ↗ |
| 23 | M&T | 2 | Credit monitoring with RDC.AI: Agentic and predictive intelligence on commercial portfolios | In production (1 of 2 in production) | Aug 19, 2026 | M&T profile → | M&T Bank ↗ · MarketBeat (Yahoo Finance) ↗ |
| 24 | Deutsche Bank (U.S.) | 2 | AI-accelerated corporate credit process: Corporate Bank credit re-engineered with AI | In production (1 of 2 in production) | May 19, 2026 | Deutsche Bank (U.S.) profile → | Deutsche Bank ↗ · Deutsche Bank ↗ |
| 25 | KeyBank | 2 | AI research support for commercial loan approvals: Analyst research time fell from 60% to 25% according to the Chief Data and Analytics Officer | In production (1 of 2 in production) | Nov 16, 2025 | KeyBank profile → | Yahoo Finance ↗ · GuruFocus (Yahoo Finance) ↗ |
| 26 | Park National | 2 | Automated home valuation: Park's home lending team implemented an automated valuation tool in 2024 that replaced a manual process and speeds… | In production (1 of 2 in production) | Mar 10, 2025 | Park National profile → | Park National Corporation (SEC filing, ARS) ↗ · Park National Corporation (SEC filing, ARS) ↗ |
| 27 | Hilltop | 2 | Digital asset validation inside automated underwriting: PointServ lets borrowers connect financial accounts to the application for instant validation of assets | In production (1 of 2 in production) | Feb 3, 2025 | Hilltop profile → | HousingWire ↗ · HousingWire ↗ |
| 28 | TD | 2 | Agentic mortgage funding and discharge: Two new group capabilities (13 October 2026) coordinate multi-step document verification and draft a case summary or… | Rolling out (0 of 2 in production) | Oct 13, 2026 | TD profile → | TD Bank Group ↗ · American Banker ↗ |
| 29 | ConnectOne | 2 | Digital agents and business intelligence in the loan platform: On the Q2 2026 call the bank said nCino digital agents and business intelligence cut time on some manual lending… | Rolling out (0 of 2 in production) | Jul 23, 2026 | ConnectOne profile → | nCino (GlobeNewswire) ↗ · Investing.com ↗ |
| 30 | Deutsche Bank | 2 | AI-accelerated Corporate Bank credit process and mortgage decisions: AI used to significantly accelerate corporate credit | Rolling out (0 of 2 in production) | May 19, 2026 | Deutsche Bank profile → | Deutsche Bank ↗ · Deutsche Bank ↗ |
| 31 | Sallie Mae | 2 | Underwriting and credit-administration improvements: Data-led enhancements to the core private student-loan process under the new technology organisation | Rolling out (0 of 2 in production) | Apr 27, 2026 | Sallie Mae · fraud and credit ai → | Sallie Mae ↗ · Sallie Mae ↗ |
| 32 | Arvest | 2 | Digitised small-business lending (Baker Hill UN/FY): Automated workflows and streamlined underwriting across the lending lifecycle | Rolling out (0 of 2 in production) | Feb 9, 2026 | Arvest profile → | Baker Hill (PR Newswire) ↗ · Arvest Bank ↗ |
| 33 | Citizens | 2 | AI lending onboarding platform: Built for student lending, parts reused for home equity and planned for credit cards, so new scores such as cash-flow… | Rolling out (0 of 2 in production) | Dec 1, 2025 | Citizens profile → | Citizens Financial Group (SEC filings) ↗ · Citizens Financial Group (SEC filings) ↗ |
| 34 | FNBO | 2 | Upstart AI personal loans (nationwide expansion): Personal loans originated through Upstart's AI lending platform, with 78% approved instantly as of December 2021 | Rolling out (0 of 2 in production) | Dec 8, 2021 | FNBO · fraud and credit ai → | American Banker ↗ · FNBO and Upstart (Business Wire) ↗ |
| 35 | MUFG | 2 | AI credit experts and AI Loan Expert: Specialised agents, developed with Sakana AI, that incorporate in-house tacit knowledge and help draft credit approval… | Pilot (0 of 2 in production) | Aug 24, 2026 | MUFG · fraud and credit ai → | Mitsubishi UFJ Financial Group, Inc. ↗ · Mitsubishi UFJ Financial Group, Inc. ↗ |
| 36 | Live Oak | 2 | Casca AI loan origination for Live Oak Express: AI loan application and origination for SBA 7(a) loans under $350,000 | Pilot (0 of 2 in production) | Apr 28, 2026 | Live Oak profile → | American Banker ↗ · Live Oak Bancshares (GlobeNewswire) ↗ |
| 37 | Amex | 1 | Linked-account cash-flow data (Business Blueprint, ex-Kabbage): Business Blueprint aggregates linked external business bank and card accounts into cash-flow insights | In production | Oct 16, 2026 | Amex · fraud and credit ai → | American Express ↗ · American Express ↗ |
| 38 | Seacoast Bank | 1 | Generative-AI loan-review documentation (Abrigo Loan Review Assistant): Drafts borrower, facility, collateral, underwriting and cash-flow narratives from approval packages inside DiCOM Loan… | In production | Oct 8, 2026 | Seacoast Bank profile → | Abrigo ↗ |
| 39 | HSBC | 1 | Gen-AI credit analysis write-ups: Uses trusted internal and external data to reduce time to complete the credit application process | In production | Oct 5, 2026 | HSBC profile → | HSBC Holdings plc ↗ |
| 40 | Citi | 1 | Cards approval models: At the May 2026 investor day Citi said new AI models in U.S | In production | Sep 28, 2026 | Citi profile → | Citigroup ↗ · American Banker ↗ |
Each row quotes one record from bank profiles; the “On this site” link opens the bank's own page or sub-page with every source. Banks absent from the table have nothing matching on the record this site holds.
How is this ranked?
Data: the 141 bank profiles on this site (lib/banks), every entry dated and sourced: the "Where AI runs" use cases, each with a status (in production, rolling out, pilot, announced).
Rule: Use cases tagged credit-underwriting. Score = matching use cases. Order: matching use cases, then those in production, then the strongest stage, then the newest source.
Counts: 88 of 141 profiled banks qualify; the table shows the top 40; 74 distinct sources cited in the table. Data checked 2026-10-28; ranking template updated 2026-10-30.
What are the caveats?
Banks absent from the table have nothing matching on the record this site holds, which is not evidence that they do nothing. Each row links the bank's own page, where every entry carries its sources.
Which bank ranks first?
Zions Bancorporation leads with 5 use cases: AI in credit review, appraisal review and financial-statement spreading: AI widens the population of deals the credit-review function examines. First Horizon is second with 5.
How many large banks describe AI use cases for credit underwriting?
88 of the 141 profiled banks (120 US, 21 non-US groups); the table shows the top 40. Among those listed, 32 are US banks and 8 non-US groups.
What counts, and what does not?
Use cases tagged credit-underwriting. Score = matching use cases. Order: matching use cases, then those in production, then the strongest stage, then the newest source. Source: the 141 bank profiles on this site (lib/banks), every entry dated and sourced: the "Where AI runs" use cases, each with a status (in production, rolling out, pilot, announced).
Is this a measure of capability?
No. Every row is a sourced fact on the public record: what the bank, a regulator, a filing or an independent outlet has put on the record. The page does not rate how well anything works.
When was this checked, and how often does it update?
The data behind the table was last checked on 2026-10-28 (bank profiles). The page recomputes whenever that dataset changes and is republished with the site; it is never edited by hand.
When any of these banks moves on AI, you'll read it the next morning.
when one of the banks we cover moves on AI, it is in the next morning's brief · six sourced stories · 7 am PT · free
plus every regulation, bank and agent page update, the morning after · leave any morning