Which US regional banks with $20 billion to $50 billion in assets lead in AI?

Data checked Oct 28, 2026 · 45 of 141 banks qualify · 60 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, 45 of the 141 large banks profiled are US banks with consolidated assets between $20bn and $50bn. Ranked by AI index score (/100), the top 5 are Raymond James (84.2 index points), Deutsche Bank (U.S.) (77.7 index points), Customers Bank (77.0 index points), BankUnited (63.7 index points) and Axos Bank (57.1 index points). Raymond James's strongest evidence: Index score 84.2/100: 14 of 16 use cases in production, platform Rai, AI Search and the advisor desktop, 19 independent of 46 sources.

141 banks profiled (120 US, 21 non-US) · 45 with matching evidence · top 30 shown · ranked answer, not a comparison

Which of the US regional banks with $20 billion to $50 billion in assets lead in AI?

Checked 2026-10-28 · bank profiles via the AI index
#BankAI index score (/100)Index componentsStatusDateOn this siteSources
1Raymond James84.2Index score 84.2/100: 14 of 16 use cases in production, platform Rai, AI Search and the advisor desktop, 19 independent of 46 sourcesAI programme disclosedOct 13, 2026Raymond James profile →Raymond James ↗ · GlobeNewswire via FT Markets ↗
2Deutsche Bank (U.S.)77.7Index score 77.7/100: 9 of 14 use cases in production, platform Group AI programme (2025–2028 targets) and the Corporate Bank credit process, 19 independent of 45 sourcesAI programme disclosedOct 13, 2026Deutsche Bank (U.S.) profile →Deutsche Bank ↗ · Deutsche Bank ↗
3Customers Bank77.0Index score 77.0/100: 11 of 17 use cases in production, platform OpenAI strategic collaboration, AI Innovation Lab and cubiX payments network, 14 independent of 35 sourcesAI programme disclosedOct 26, 2026Customers Bank profile →Customers Bank (Business Wire) ↗ · American Banker ↗
4BankUnited63.7Index score 63.7/100: 10 of 15 use cases in production, platform SAVI internal assistant (Claude on Amazon Bedrock) and Talkdesk AI contact centre, 7 independent of 37 sourcesAI programme disclosedOct 19, 2026BankUnited profile →Amazon Web Services ↗ · Talkdesk ↗
5Axos Bank57.1Index score 57.1/100: 10 of 12 use cases in production, platform Enterprise AI programme, OutSystems Agent Workbench and Arc, 8 independent of 30 sourcesAI programme disclosedOct 19, 2026Axos Bank profile →The Motley Fool (Yahoo Finance) ↗ · OutSystems (Business Wire) ↗
6Barclays US55.9Index score 55.9/100: 8 of 12 use cases in production, platform GenAI call summarisation under Barclays' group AI programme, 10 independent of 28 sourcesAI programme disclosedOct 19, 2026Barclays US profile →Barclays ↗ · American Banker ↗
7FNBO53.4Index score 53.4/100: 8 of 12 use cases in production, platform Nasdaq Verafin AI agents for financial-crime investigation, 10 independent of 26 sourcesAI programme disclosedOct 13, 2026FNBO profile →American Banker ↗ · FNBO ↗
8Atlantic Union52.9Index score 52.9/100: 5 of 12 use cases in production, platform Automated conversion and validation tooling (Sandy Spring integration), 10 independent of 25 sourcesAI programme disclosedOct 13, 2026Atlantic Union profile →American Banker ↗ · Atlantic Union Bankshares ↗
9First Interstate51.5Index score 51.5/100: 5 of 11 use cases in production, platform Fiserv agentOS pilot and the 'one clean data source' project, 7 independent of 27 sourcesAI programme disclosedOct 13, 2026First Interstate profile →American Banker ↗ · MarketBeat (Yahoo Finance) ↗
10WaFd Bank50.7Index score 50.7/100: 9 of 13 use cases in production, platform Build 2030 digital focus: next-generation mobile app and planned AI call-centre agent, 8 independent of 27 sourcesAI programme disclosedOct 19, 2026WaFd Bank profile →WaFd, Inc. ↗ · StockStory (Yahoo Finance) ↗
11Texas Capital48.0Index score 48.0/100: 8 of 12 use cases in production, platform Cloud-native platform, MAP mortgage-asset platform, CDIO-led AI enablement, 6 independent of 24 sourcesAI programme disclosedOct 19, 2026Texas Capital profile →Texas Capital ↗ · Texas Capital ↗
12First Hawaiian47.1Index score 47.1/100: 12 of 16 use cases in production, no named platform, 8 independent of 32 sourcesAI programme disclosedOct 13, 2026First Hawaiian profile →First Hawaiian Bank ↗ · First Hawaiian Bank ↗
13Sallie Mae46.1Index score 46.1/100: 9 of 12 use cases in production, platform Technology and enablement organisation under Steve Turner, 4 independent of 32 sourcesAI programme disclosedOct 13, 2026Sallie Mae profile →Sallie Mae ↗ · Sallie Mae ↗
14Fulton44.7Index score 44.7/100: 10 of 12 use cases in production, no named platform, 6 independent of 34 sourcesAI programme disclosedOct 13, 2026Fulton profile →Fulton Financial ↗ · Fulton Bank ↗
15Seacoast Bank42.2Index score 42.2/100: 10 of 11 use cases in production, platform Quavo agentic dispute management and Seacoast's AI-information page, 4 independent of 27 sourcesAI programme disclosedOct 19, 2026Seacoast Bank profile →Quavo (GlobeNewswire) ↗ · Seacoast Bank ↗
16OceanFirst40.6Index score 40.6/100: 9 of 16 use cases in production, platform Automation Transformation Office, Copilot and the Databricks data layer, 4 independent of 20 sourcesAI programme disclosedOct 13, 2026OceanFirst profile →OceanFirst Financial Corp. (SEC filings) ↗ · OceanFirst Financial Corp. (SEC filings) ↗
17Prosperity40.5Index score 40.5/100: 4 of 8 use cases in production, platform Real-time core (converted February 2026), 6 independent of 24 sourcesAI programme disclosedOct 13, 2026Prosperity profile →Prosperity Bank ↗ · Prosperity Bank ↗
18TowneBank39.3Index score 39.3/100: 9 of 12 use cases in production, platform Technology organisation under CIO Varun Chandhok; Talkdesk contact centre, SAS analytics and Microsoft Copilot, 4 independent of 21 sourcesAI programme disclosedOct 13, 2026TowneBank profile →TowneBank ↗ · TowneBank (from The CEO Magazine) ↗
19Optum Bank39.2Index score 39.2/100: 7 of 12 use cases in production, platform UnitedHealth Group and Optum enterprise AI programme, 4 independent of 27 sourcesAI programme disclosedOct 13, 2026Optum Bank profile →UnitedHealth Group ↗ · Optum ↗
20United Community39.0Index score 39.0/100: 8 of 13 use cases in production, no named platform, 4 independent of 33 sourcesAI programme disclosedOct 19, 2026United Community profile →United Community Banks ↗ · United Community Banks (SEC filings) ↗
21Bank of Hawaii38.2Index score 38.2/100: 11 of 15 use cases in production, no named platform, 4 independent of 22 sourcesAI programme disclosedOct 19, 2026Bank of Hawaii profile →MarketBeat (Yahoo Finance) ↗ · Bank of Hawaii Corporation (SEC filings) ↗
22Hancock Whitney37.3Index score 37.3/100: 5 of 11 use cases in production, platform MX-powered digital banking modernisation, 4 independent of 24 sourcesAI programme disclosedOct 13, 2026Hancock Whitney profile →American Banker ↗ · American Banker ↗
23Arvest37.2Index score 37.2/100: 4 of 11 use cases in production, platform Multi-year technology modernisation (cloud-native core, Google Cloud, Baker Hill UN/FY), 7 independent of 22 sourcesAI programme disclosedOct 13, 2026Arvest profile →Arvest Bank ↗ · Baker Hill (PR Newswire) ↗
24Eastern Bank36.6Index score 36.6/100: 9 of 13 use cases in production, no named platform, 5 independent of 26 sourcesAI programme disclosedOct 13, 2026Eastern Bank profile →Eastern Bank ↗ · Eastern Bank ↗
25Banc of California34.9Index score 34.9/100: 10 of 14 use cases in production, platform BancEdge (formerly Deepstack) payments platform, SmartStreet, 1 independent of 22 sourcesAI programme disclosedOct 19, 2026Banc of California profile →Los Angeles Business Journal (reprint posted by Banc of California) ↗ · Banc of California ↗
26Commerce34.2Index score 34.2/100: 6 of 10 use cases in production, platform Enterprise data strategy with an AI pillar; receivables automation for commercial clients, 3 independent of 27 sourcesAI programme disclosedOct 19, 2026Commerce profile →Commerce Bancshares ↗ · Commerce Bank ↗
27Rockland Trust32.4Index score 32.4/100: 3 of 10 use cases in production, platform Office of Digital Innovation and AI governance framework, 3 independent of 23 sourcesAI programme disclosedOct 19, 2026Rockland Trust profile →MarketBeat via Yahoo Finance ↗ · Moby via Yahoo Finance ↗
28First Merchants29.3Index score 29.3/100: 9 of 11 use cases in production, no named platform, 3 independent of 26 sourcesAI programme disclosedOct 13, 2026First Merchants profile →First Merchants Corporation (GlobeNewswire via Yahoo Finance) ↗ · MarketBeat (Yahoo Finance) ↗
29Bank OZK29.1Index score 29.1/100: 4 of 8 use cases in production, no named platform, 5 independent of 28 sourcesAI programme disclosedOct 19, 2026Bank OZK profile →Bank OZK ↗ · Bank OZK ↗
30Beacon Bank28.7Index score 28.7/100: 8 of 10 use cases in production, no named platform, 6 independent of 28 sourcesAI programme disclosedOct 13, 2026Beacon Bank profile →Beacon Financial (GlobeNewswire) ↗ · Beacon Financial (PR Newswire) ↗

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; peer group: US banks with consolidated assets between $20bn and $50bn.

Rule: The peer group filtered from the index, in index order (score, then independent coverage, then assets). The score is the bank's percentile rank on each component against the full index set, weighted and summed; a bank that has disclosed no AI programme is capped at 30.

Counts: 45 of 141 profiled banks qualify; the table shows the top 30; 60 distinct sources cited in the table. Data checked 2026-10-28; ranking template updated 2026-10-30.

What are the caveats?

The index measures depth of the public record, not capability; a bank that builds quietly ranks below one that publishes.

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?

Raymond James Financial leads with 84.2 index points: Index score 84.2/100: 14 of 16 use cases in production, platform Rai, AI Search and the advisor desktop, 19 independent of 46 sources. Deutsche Bank (U.S.) is second with 77.7.

How many large banks with $20-50bn in assets rank on the AI index?

45 of the 141 profiled banks (120 US, 21 non-US groups); the table shows the top 30. Among those listed, 30 are US banks and 0 non-US groups.

What counts, and what does not?

The peer group filtered from the index, in index order (score, then independent coverage, then assets). The score is the bank's percentile rank on each component against the full index set, weighted and summed; a bank that has disclosed no AI programme is capped at 30. 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; peer group: US banks with consolidated assets between $20bn and $50bn.

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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