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, 40 of the 141 large banks profiled describe at least one sourced AI use case for mortgage and loan operations on their profile. Ranked by use cases (in production), the top 5 are Merchants Bank of Indiana (3 use cases), Texas Capital (2 use cases), Hilltop (2 use cases), ING (2 use cases) and FirstBank (2 use cases). Merchants Bank of Indiana's strongest evidence: Multifamily and healthcare mortgage banking with securitisation: Origination, servicing and agency securitisation.
141 banks profiled (120 US, 21 non-US) · 40 with matching evidence · ranked answer, not a comparison
Which of the large banks use AI for mortgage and loan operations?
| # | Bank | Use cases (in production) | Strongest use case | Status | Date | On this site | Sources |
|---|---|---|---|---|---|---|---|
| 1 | Merchants Bank of Indiana | 3 | Multifamily and healthcare mortgage banking with securitisation: Origination, servicing and agency securitisation | In production (3 of 3 in production) | Jul 28, 2026 | Merchants Bank of Indiana profile → | Merchants Bancorp (PR Newswire) ↗ · American Banker ↗ |
| 2 | Texas Capital | 2 | MAP mortgage-asset trading platform: Institutional-grade infrastructure for whole loans, pools and MSRs with warehouse connectivity | In production (2 of 2 in production) | May 18, 2026 | Texas Capital profile → | Texas Capital ↗ · The Motley Fool (Yahoo Finance) ↗ |
| 3 | Hilltop | 2 | PrimeLending mortgage technology stack: Blue Sage for loan origination, PointServ for digital documentation and D1CEdge for data verification, integrated with… | In production (2 of 2 in production) | Feb 3, 2025 | Hilltop profile → | HousingWire ↗ · HousingWire ↗ |
| 4 | ING | 2 | Instant credit decisions and AI-assisted mortgages: 65% instant credit decisions for consumer loans in the Netherlands | In production (1 of 2 in production) | Jul 30, 2026 | ING profile → | Finextra ↗ · Computer Weekly ↗ |
| 5 | FirstBank | 2 | BSA/AML and loan origination platform upgrades: Completed in 2025, improving workflow efficiency and 'monitoring and reporting capabilities' | In production (1 of 2 in production) | Feb 26, 2026 | FirstBank profile → | FB Financial (SEC filings) ↗ · The Motley Fool (earnings call transcript) ↗ |
| 6 | Citizens | 2 | Legacy code conversion: Gen AI rewrites old code for the cloud | In production (1 of 2 in production) | Nov 20, 2025 | Citizens profile → | American Banker ↗ · American Banker ↗ |
| 7 | 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) ↗ |
| 8 | Eastern Bank | 2 | nCino connected lending, implemented by Zennify: Commercial, consumer and mortgage origination on one platform | Rolling out (0 of 2 in production) | Nov 6, 2025 | Eastern Bank profile → | nCino (GlobeNewswire) ↗ · Eastern Bankshares (SEC filings) ↗ |
| 9 | EverBank | 2 | API-first vendor stack for digital banking: FIS Digital One for consumer online banking and online and branch account opening (go-live planned summer 2024)… | Rolling out (0 of 2 in production) | Jul 16, 2024 | EverBank profile → | Bank Automation News ↗ · Bank Automation News ↗ |
| 10 | Scotiabank | 1 | Credit-card pre-approval and mortgage verification: AI-powered credit-card pre-approval decisioning and offer personalisation appear in the Q3 2026 deck | In production | Sep 14, 2026 | Scotiabank profile → | Scotiabank (The Bank of Nova Scotia) ↗ · Investing.com ↗ |
| 11 | BMO Financial Group | 1 | Lumi Assistant: Employee chatbot over 8,000-plus Canadian P&BB policies and procedures | In production | Sep 1, 2026 | BMO Financial Group profile → | BMO Financial Group ↗ · BMO Financial Group ↗ |
| 12 | RBC | 1 | CEO daily AI intelligence briefing: McKay reads a daily report from agentic tools built by an RBC team that draw on internal and external data on the… | In production | Jun 16, 2026 | RBC profile → | The Globe and Mail ↗ |
| 13 | Western Alliance | 1 | AI-enabled bidding at AmeriHome: The correspondent-mortgage unit lists AI-enabled bidding as a driver of gain-on-sale revenue | In production | May 12, 2026 | Western Alliance profile → | Western Alliance Bancorporation (SEC filings) ↗ |
| 14 | NatWest | 1 | NatWest app in ChatGPT: Home-buying and re-mortgage guidance inside ChatGPT, using public NatWest APIs for borrowing and rate calculations… | In production | Apr 30, 2026 | NatWest profile → | NatWest Group ↗ |
| 15 | Glacier | 1 | Automated commercial loan processing system extended to Guaranty: Chesler told analysts in January 2026 that Guaranty would get Glacier's automated commercial loan processing system… | In production | Apr 24, 2026 | Glacier profile → | earnings call transcript (The Motley Fool) ↗ · earnings call transcript (The Motley Fool) ↗ |
| 16 | Barclays US | 1 | Best Egg digital personal-loan origination: Direct-to-consumer platform with $40 billion originated since 2013 | In production | Oct 28, 2025 | Barclays US profile → | American Banker ↗ |
| 17 | Regions | 1 | AI personalisation products for businesses and mortgage customers: CashFlowIQ, CashFlow Advisor, SmallBusinessIQ and Mortgage Analytics Pro are listed under personalisation powered by AI | In production | Jul 18, 2025 | Regions profile → | Regions Financial (SEC filing) ↗ |
| 18 | FirstSun | 1 | nCino and Sandbox Banking integration in loan operations: The CIO says the integration between nCino and Sandbox Banking reduces manual data entry for the loan operations team | In production | May 21, 2025 | FirstSun profile → | nCino ↗ · nCino ↗ |
| 19 | Lloyds | 1 | Mortgage income verification algorithm: A model run on the Vertex AI platform cuts the income-verification step of mortgage applications from days to seconds | In production | Apr 9, 2025 | Lloyds profile → | Google Cloud (PR Newswire) ↗ |
| 20 | BNP Paribas | 1 | Document AI for French mortgage files: Intelligent document processing on the in-house Doc Factory software checks purchase agreements, property tax notices… | In production | Mar 5, 2025 | BNP Paribas profile → | BNP Paribas ↗ |
| 21 | Zions | 1 | Snapdocs AI Funding QC in mortgage closings: Automated funding and post-closing quality-control review | In production | Oct 3, 2024 | Zions profile → | Snapdocs (Business Wire) ↗ |
| 22 | Commerce | 1 | Temenos core, origination and payments platform: Deposits (2022), private-bank loan origination and FedNow payments (2024) on one vendor platform | In production | May 15, 2024 | Commerce profile → | Temenos ↗ · Temenos ↗ |
| 23 | Busey Bank | 1 | Robotic process automation: Software robots reconcile mortgage payments in the back office (reported 2021) | In production | Nov 11, 2021 | Busey Bank profile → | American Banker ↗ |
| 24 | TD | 1 | 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 | Oct 13, 2026 | TD profile → | TD Bank Group (Canada Newswire via Yahoo Finance) ↗ · Investing.com ↗ |
| 25 | TD Bank Group | 1 | Agentic mortgage funding and discharge: Two October 2026 capabilities verify documents across systems and flag discrepancies for colleague review | Rolling out | Oct 13, 2026 | TD Bank Group profile → | TD Bank Group (Canada Newswire via Yahoo Finance) ↗ · Investing.com ↗ |
| 26 | DBS | 1 | Personal and team agents: Staff build their own agents inside DBS-GPT and Microsoft Copilot (about 10,000 by May 2026, about 26,000 per Forbes… | Rolling out | Oct 5, 2026 | DBS profile → | DBS Group Holdings (reprint of a Business Times interview) ↗ · Forbes ↗ |
| 27 | First Horizon | 1 | Automated CRE loan-origination documentation platform: Winning entry from a 2025 employee AI-ideas contest | Rolling out | Oct 1, 2026 | First Horizon profile → | American Banker ↗ |
| 28 | Citi | 1 | Citi Sky: AI wealth advisor for Citigold clients, phased US rollout from summer 2026 | Rolling out | Sep 14, 2026 | Citi profile → | Reuters ↗ · American Banker ↗ |
| 29 | PNC | 1 | Commercial loan processing (Midland): A Big Five target: AI applied to loan-servicing and processing work in the Midland commercial-loan business | Rolling out | Sep 14, 2026 | PNC profile → | Investing.com ↗ · Investing.com ↗ |
| 30 | Rockland Trust | 1 | Commercial loan origination redesign (nCino): A 2026 project to redesign the commercial origination process on nCino | Rolling out | Sep 8, 2026 | Rockland Trust profile → | Independent Bank Corp. (SEC filings) ↗ · Independent Bank Corp. (SEC filings) ↗ |
| 31 | Associated | 1 | Commercial workflow automation: Portfolio management, treasury and payments first | Rolling out | Jun 30, 2026 | Associated profile → | Associated Banc-Corp ↗ |
| 32 | First Merchants | 1 | AI at mortgage intake: AI used as a 'front side sifter' for incoming mortgage applications, with the aim of growing volume from about $1… | Rolling out | Jun 5, 2026 | First Merchants profile → | Louisville Business First ↗ |
| 33 | Deutsche Bank | 1 | AI-accelerated Corporate Bank credit process and mortgage decisions: AI used to significantly accelerate corporate credit | Rolling out | May 19, 2026 | Deutsche Bank profile → | Deutsche Bank ↗ · Deutsche Bank ↗ |
| 34 | Huntington | 1 | Gen-AI SBA loan origination (Casca): Huntington is a design partner and investor | Rolling out | Apr 28, 2026 | Huntington profile → | American Banker ↗ · American Banker ↗ |
| 35 | Deutsche Bank (U.S.) | 1 | AI instant mortgage decisions: Target: 60% decrease in mortgage handling time | Rolling out | Nov 17, 2025 | Deutsche Bank (U.S.) profile → | Deutsche Bank ↗ |
| 36 | Valley | 1 | Automation and agentic AI in underwriting and loan servicing: Financial-statement spreading and rent-roll population are automated | Pilot | Jul 24, 2026 | Valley profile → | Valley National Bancorp (SEC filings) ↗ · Yahoo Finance ↗ |
| 37 | Live Oak | 1 | Casca AI loan origination for Live Oak Express: AI loan application and origination for SBA 7(a) loans under $350,000 | Pilot | Apr 28, 2026 | Live Oak profile → | American Banker ↗ · Live Oak Bancshares (GlobeNewswire) ↗ |
| 38 | United Community | 1 | CIO-led search for internal AI projects: Candidates named are fraud-risk reduction, administrative work, customer experience, HR policy access and, in wealth… | Announced | Sep 14, 2026 | United Community profile → | ABA Banking Journal ↗ |
| 39 | WesBanco | 1 | Automation and AI initiatives in operations: Investor presentations say the bank is advancing automation and AI to improve efficiency, reduce costs and scale loan… | Announced | Aug 27, 2026 | WesBanco profile → | WesBanco (SEC filings) ↗ · WesBanco (SEC filings) ↗ |
| 40 | United Bank | 1 | Mortgage-lending record on file with the Federal Reserve: In approving the Piedmont merger the Fed recorded an adverse comment on United Bank's home loans to Black borrowers in… | Announced | Dec 2, 2024 | United Bank profile → | Banking Dive ↗ · Federal Reserve Board ↗ |
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 whose name or detail matches mortgage|home (loan|lending|equity)|loan (origination|processing|servicing|operations)|underwriting workflow (excluding auto loan|auto lending|auto finance|dealer). Score = matching use cases. Order: matching use cases, then those in production, then the strongest stage, then the newest source.
Counts: 40 of 141 profiled banks qualify; 63 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?
Merchants Bancorp leads with 3 use cases: Multifamily and healthcare mortgage banking with securitisation: Origination, servicing and agency securitisation. Texas Capital is second with 2.
How many large banks describe AI use cases for mortgage and lending ops?
40 of the 141 profiled banks (120 US, 21 non-US groups). Among those listed, 30 are US banks and 10 non-US groups.
What counts, and what does not?
Use cases whose name or detail matches mortgage|home (loan|lending|equity)|loan (origination|processing|servicing|operations)|underwriting workflow (excluding auto loan|auto lending|auto finance|dealer). 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