Which large banks have the most AI use cases in production?

Data checked Oct 28, 2026 · 136 of 141 banks qualify · 80 sources cited · template updated Oct 30, 2026

AI index slices · computed from bank profiles via the AI index; nothing on this page is written by a model. All ranked answers: /banks/leaders

On the public record as of Oct 28, 2026, 136 of the 141 large banks profiled describe at least three AI use cases in production on their profile. Ranked by use cases in production, the top 5 are BofA (16 use cases), Commonwealth Bank (16 use cases), U.S. Bank (16 use cases), Western Alliance (16 use cases) and Citi (15 use cases). BofA's strongest evidence: 16 of 18 described use cases in production; e.g. Erica, EricaAssist and employee tools, CashPro Forecasting and Data Intelligence.

141 banks profiled (120 US, 21 non-US) · 136 with matching evidence · top 40 shown · ranked answer, not a comparison

Which of the large banks have the most AI use cases in production?

Checked 2026-10-28 · bank profiles via the AI index
#BankUse cases in productionComponent detailStatusDateOn this siteSources
1BofA1616 of 18 described use cases in production; e.g. Erica, EricaAssist and employee tools, CashPro Forecasting and Data IntelligenceAI programme disclosedOct 26, 2026BofA profile →Bank of America Newsroom ↗ · Bank of America Newsroom ↗
2Commonwealth Bank1616 of 20 described use cases in production; e.g. Agentic fraud-pattern detection and rule…, Scam and fraud detection across payments, AI bots that engage and disrupt scammers…AI programme disclosedOct 13, 2026Commonwealth Bank profile →Commonwealth Bank of Australia ↗ · Commonwealth Bank of Australia ↗
3U.S. Bank1616 of 18 described use cases in production; e.g. Agentic software layer, Design Assistant and developer-portal…, Liquidity Manager cash forecastingAI programme disclosedOct 16, 2026U.S. Bank profile →U.S. Bank ↗ · American Banker ↗
4Western Alliance1616 of 17 described use cases in production; e.g. Triangle of Fraud Protection (Digital…, ML log monitoring with LLM querying, WA VenueX on-chain settlementAI programme disclosedOct 19, 2026Western Alliance profile →American Banker ↗ · Western Alliance Bank ↗
5Citi1515 of 21 described use cases in production; e.g. Stylus Workspaces and engineering agents, Markets document processing, Market Guide (Investor Services)AI programme disclosedOct 26, 2026Citi profile →The Wall Street Journal ↗ · Citigroup ↗
6Huntington1515 of 17 described use cases in production; e.g. Agentic process automation, AI-personalised deposit offers, Treasury connectivity automationAI programme disclosedOct 16, 2026Huntington profile →Fortune ↗ · American Banker ↗
7Schwab1515 of 19 described use cases in production; e.g. Portfolio Insights, Schwab Knowledge Assistant, Machine-learning fraud detectionAI programme disclosedOct 19, 2026Schwab profile →Charles Schwab ↗ · Charles Schwab ↗
8Columbia1515 of 16 described use cases in production; e.g. Post-merger systems conversion, Intrusion response and breach notification, AI-powered customer-support assistantAI programme disclosedOct 13, 2026Columbia profile →American Banker ↗ · PR Newswire via FT Markets ↗
9Standard Chartered1414 of 20 described use cases in production; e.g. SC GPT, Microsoft Copilot across the enterprise, Agent-enabled employee onboardingAI programme disclosedOct 26, 2026Standard Chartered profile →Standard Chartered PLC ↗ · Standard Chartered PLC ↗
10Wells Fargo1414 of 17 described use cases in production; e.g. Fargo, AI coding assistants, Payments fraud defenceAI programme disclosedOct 21, 2026Wells Fargo profile →Wells Fargo ↗ · VentureBeat ↗
11BMO1414 of 16 described use cases in production; e.g. Lumi Assistant, Next Best Offer with Codat, SmartDecision insurance underwritingAI programme disclosedOct 13, 2026BMO profile →BMO ↗ · BMO AI Hub ↗
12Truist1414 of 16 described use cases in production; e.g. Truist Insights, Fraud detection, Integrated receivablesAI programme disclosedOct 21, 2026Truist profile →Truist via FT Markets ↗ · American Banker ↗
13Raymond James1414 of 16 described use cases in production; e.g. Rai operations agent, AI Search and CRM Note Assistant, Zoom AI Companion meeting summariesAI programme disclosedOct 13, 2026Raymond James profile →Raymond James ↗ · GlobeNewswire via FT Markets ↗
14SoFi1414 of 17 described use cases in production; e.g. Cash Coach, Composer by SoFi, AI-assisted software engineeringAI programme disclosedOct 26, 2026SoFi profile →American Banker ↗ · Business Wire via FT Markets ↗
15CIBC1414 of 17 described use cases in production; e.g. CAI platform and enterprise chat, Agents Marketplace, Smart LibraryAI programme disclosedOct 26, 2026CIBC profile →CIBC ↗ · CIBC ↗
16Amex1313 of 24 described use cases in production; e.g. Account Financials open-banking API, Linked-account cash-flow data (Business…, ACE developer kitAI programme disclosedOct 26, 2026Amex profile →American Express ↗ · American Express via FT Markets ↗
17TD1313 of 18 described use cases in production; e.g. TD AI Prism personalisation, Knowledge-management assistants, Fraud defence and claimsAI programme disclosedOct 28, 2026TD profile →TD Bank Group ↗ · TD Bank Group ↗
18Capital One1313 of 13 described use cases in production; e.g. Chat Concierge, AML and cybersecurity models, EnoAI programme disclosedOct 19, 2026Capital One profile →Capital One ↗ · Capital One ↗
19Regions1313 of 15 described use cases in production; e.g. GitHub Copilot for developers, RegionsClientIQ and its generative-AI copilot, Biometrics and caller monitoringAI programme disclosedOct 16, 2026Regions profile →PYMNTS ↗ · American Banker ↗
20Barclays1313 of 20 described use cases in production; e.g. Microsoft 365 Copilot and colleague agents, Colleague Knowledge Assistant (Claude…, Global Markets email triage with ClaudeAI programme disclosedOct 26, 2026Barclays profile →Yahoo Finance (Quartr) ↗ · Microsoft ↗
21Valley1313 of 17 described use cases in production; e.g. Valley's AI Assistant and custom agents, AI-powered fraud capabilities, AI prospecting and lead generationAI programme disclosedOct 13, 2026Valley profile →Banking Dive ↗ · American Banker ↗
22BNY1212 of 14 described use cases in production; e.g. Eliza and employee-built agents, Anomaly detection in daily calculations, AI-generated codeAI programme disclosedOct 19, 2026BNY profile →American Banker ↗ · BNY ↗
23BBVA1212 of 19 described use cases in production; e.g. ChatGPT Enterprise for all employees, Google Workspace with Gemini, Gemini app…, Blue, the customer assistantAI programme disclosedOct 13, 2026BBVA profile →OpenAI ↗ · BBVA ↗
24Scotiabank1212 of 17 described use cases in production; e.g. Scotia Navigator assistive AI platform, Contact-centre AI and Ask AI, Commercial email automation (AIDox)AI programme disclosedOct 19, 2026Scotiabank profile →Scotiabank (CNW via Yahoo Finance) ↗ · Scotiabank (CNW via Yahoo Finance) ↗
25BMO Financial Group1212 of 17 described use cases in production; e.g. Lumi Assistant, Microsoft Copilot and Copilot Chat, AI alert triage and adverse-media searchAI programme disclosedOct 13, 2026BMO Financial Group profile →BMO Financial Group ↗ · BMO Financial Group ↗
26Société Générale1212 of 16 described use cases in production; e.g. ELIOTT and SoBot assistants, Mosaic external-fraud detection, Instant-KYC remote onboardingAI programme disclosedOct 19, 2026Société Générale profile →Bloomberg ↗ · Societe Generale ↗
27BNP Paribas1212 of 20 described use cases in production; e.g. LLM@CIB assistant, HelloïZ virtual assistant at Hello bank!, Nickel AssistAI programme disclosedOct 13, 2026BNP Paribas profile →BNP Paribas ↗ · BNP Paribas ↗
28First Citizens1212 of 14 described use cases in production; e.g. AI in cybersecurity, Responsible-AI framework, Fraud defence for business clientsAI programme disclosedOct 19, 2026First Citizens profile →First Citizens Bank ↗ · First Citizens Bank ↗
29First Hawaiian1212 of 16 described use cases in production; e.g. AI programme strategy and governance, Deepfake and scam awareness for customers, AI voice-cloning scam educationAI programme disclosedOct 13, 2026First Hawaiian profile →First Hawaiian Bank ↗ · First Hawaiian Bank ↗
30Stifel Bank1212 of 13 described use cases in production; e.g. AI productivity tools for advisers, bankers…, Fund banking and wealth-linked lending, AI thought leadership for clientsNo AI programme disclosedOct 19, 2026Stifel Bank profile →Stifel Financial ↗ · TheStreet (Yahoo Finance) ↗
31Renasant1212 of 12 described use cases in production; e.g. The First systems conversion, Process automation and data analytics…, AI risk-factor disclosureNo AI programme disclosedOct 13, 2026Renasant profile →SEC EDGAR ↗ · Renasant Corporation ↗
32Santander US1111 of 16 described use cases in production; e.g. AI tools for all employees (group), Agentic commerce via Getnet, Machine-learning auto credit risk on FICO…AI programme disclosedOct 21, 2026Santander US profile →Bloomberg ↗ · PYMNTS ↗
33DBS1111 of 17 described use cases in production; e.g. DBS-GPT, DBS Joy (corporate and SME assistant), Gen AI assistant for customer service…AI programme disclosedOct 26, 2026DBS profile →DBS Group Holdings ↗ · DBS Group Holdings (reprint of a Business Times interview) ↗
34Lloyds1111 of 20 described use cases in production; e.g. Athena knowledge assistant for colleagues, GitHub Copilot for engineers, Envoy agent platform and Agent MarketplaceAI programme disclosedOct 26, 2026Lloyds profile →Lloyds Banking Group ↗ · Lloyds Banking Group ↗
35RBC1111 of 15 described use cases in production; e.g. ATOM-based retail credit adjudication, RBC Assist employee assistant, Advice Centre generative AI and…AI programme disclosedOct 19, 2026RBC profile →Royal Bank of Canada (CNW via Yahoo Finance) ↗ · Royal Bank of Canada (CNW via Yahoo Finance) ↗
36NatWest1111 of 19 described use cases in production; e.g. Cora digital assistant with generative AI, Fraud Triage Agent in Cora, NatWest app in ChatGPTAI programme disclosedOct 26, 2026NatWest profile →NatWest Group plc ↗ · NatWest Group plc ↗
37UBS Group AG1111 of 15 described use cases in production; e.g. Red and Microsoft 365 Copilot for all…, Employee-built AI agents and AI Power Hour, Advisor agents and STAAT Insights (US wealth)AI programme disclosedOct 13, 2026UBS Group AG profile →UBS Group AG ↗ · UBS Group AG ↗
38Northern Trust1111 of 17 described use cases in production; e.g. NLP and LLM signals in asset management, Rules-based account-lifecycle workflows…, NT Byron agent platformAI programme disclosedOct 13, 2026Northern Trust profile →Northern Trust ↗ · Northern Trust ↗
39OCBC1111 of 14 described use cases in production; e.g. OCBC GPT and internal Gen AI tools, Source of Wealth Assistant (agentic), Gen AI coaching for wealth advisorsAI programme disclosedOct 13, 2026OCBC profile →Oversea-Chinese Banking Corporation ↗ · Oversea-Chinese Banking Corporation ↗
40Banco Santander1111 of 20 described use cases in production; e.g. AI tools for all employees (multi-provider), Process-automation agents, AI in software developmentAI programme disclosedOct 26, 2026Banco Santander profile →Banco Santander ↗ · Banco Santander ↗

Each row quotes one record from bank profiles via the AI index; 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 AI disclosure index (/banks/ai-index): eight components of the public record on AI (independent coverage, use cases in production, a named platform, own disclosures, moves in the last twelve months, numbers, leaders, use cases described), each a percentile rank, applied to all 141 profiles for this component.

Rule: Score = the raw value of the "inProduction" component (not its percentile). Listed from 3; ties by index score, then assets.

Counts: 136 of 141 profiled banks qualify; the table shows the top 40; 80 distinct sources cited in the table. Data checked 2026-10-28; ranking template updated 2026-10-30.

What are the caveats?

Counts are of distinct, sourced entries on the profile; a bank may run more than it has described.

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?

Bank of America leads with 16 use cases: 16 of 18 described use cases in production; e.g. Erica, EricaAssist and employee tools, CashPro Forecasting and Data Intelligence. Commonwealth Bank is second with 16.

How many large banks have 3+ AI use cases in production?

136 of the 141 profiled banks (120 US, 21 non-US groups); the table shows the top 40. Among those listed, 25 are US banks and 15 non-US groups.

What counts, and what does not?

Score = the raw value of the "inProduction" component (not its percentile). Listed from 3; ties by index score, then assets. Source: the AI disclosure index (/banks/ai-index): eight components of the public record on AI (independent coverage, use cases in production, a named platform, own disclosures, moves in the last twelve months, numbers, leaders, use cases described), each a percentile rank, applied to all 141 profiles for this component.

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 via the AI index). The page recomputes whenever that dataset changes and is republished with the site; it is never edited by hand.

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