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AI chatbots in banking: who runs what, what regulators expect, what goes wrong.

Last updated Sep 19, 2026 · 8 named assistants · 49 of the 100 largest US banks with a recorded customer-facing AI use case

AI chatbots in banking are conversational assistants that let customers check balances, move money, dispute charges and get explanations in natural language, by text or voice. Every one of the ten largest US commercial banks runs one, the CFPB found in 2023. The best documented are Bank of America's Erica, with more than 3.2 billion interactions since 2018, Wells Fargo's Fargo and Capital One's Eno. No chatbot-specific banking rule exists: consumer law, third-party risk guidance and state disclosure laws apply.

Which banks have deployed AI chatbots and virtual assistants?

The banks' own newsrooms document at least 8 named customer-facing assistants among the largest US banks. Bank of America's Erica (2018) is the most used, with more than 3.2 billion client interactions; Wells Fargo's Fargo (2023) passed 1 billion in under three years; Capital One's Eno dates from 2017 and its agentic Chat Concierge from 2025; U.S. Bank, Truist, Fifth Third and Citizens run their own. The table gives the launch year and the usage figures each bank has published, with the source.

AssistantBankLaunchedWhat it doesPublished usageSource
EricaBank of America2018AI virtual financial assistant in the mobile app: answers client questions from a library of more than 700 responses, sends proactive personalised insights and schedules appointments; also guides Merrill clients on investment topics.More than 3.2 billion client interactions since launch; 20.6 million users interacted nearly 700 million times in 2025.Bank of America newsroom, Mar 10, 2026
FargoWells Fargo2023AI-powered virtual assistant in the Wells Fargo Mobile app, built with Google Cloud AI: Zelle payments, bill pay, routing numbers, spending and balance insights, in English and Spanish.More than 1 billion interactions in under three years; more than 3 million Spanish-speaking customers, over 160 million interactions.Wells Fargo newsroom, Mar 26, 2026
EnoCapital One2017Capital One's assistant, unveiled at SXSW 2017 as a text-message bot with in-house natural-language processing; now in the mobile app, notifications and the desktop browser, where it creates virtual card numbers and flags unusual charges.No interaction total published. Capital One said in 2018 that Eno understood more than 2,200 terms and emojis customers use to ask for a balance.Capital One Tech, Sep 26, 2018
Chat ConciergeCapital One2025Multi-agent assistant on car dealers' websites through Auto Navigator: compares vehicles, schedules test drives, hands buyers to sales staff.No usage figures published by the bank.Capital One Tech, Mar 5, 2025
U.S. Bank Smart AssistantU.S. Bancorp2020Voice-first assistant in the U.S. Bank Mobile App: customers speak or type requests such as sending money with Zelle.No usage figures published in the launch announcement.U.S. Bank, Jul 23, 2020
Truist AssistTruist Financial2022AI-enhanced virtual assistant in mobile and online banking using natural-language understanding, with a handoff to a contact-centre teammate.Up to 440,000 conversations a month.Truist investor relations, Dec 18, 2025
JeanieFifth Third BancorpNot stated in the bank's releaseAI-powered banking assistant in the Fifth Third mobile app handling more than 150 banking needs through natural-language requests, including in Spanish.Self-service containment up from 3% to 42% and intent-recognition accuracy from about 20% to about 90% since launch.Fifth Third media center, Aug 12, 2026
CiZiCitizens Financial GroupNot stated on the bank's pageAI-powered assistant in the Citizens mobile app: answers questions, walks customers through tasks and completes certain transactions on their behalf.No usage figures published by the bank on its product page.Citizens, Mar 31, 2026

Only assistants the bank itself has named and described are listed, and only usage figures the bank has published. Internal assistants for employees are on the bank pages; agents that act for customers are covered in AI agents in banking.

What do regulators expect of AI chatbots in banking?

No US banking rule is written for chatbots; the expectations come from consumer law applied to the channel. The CFPB's June 2023 issue spotlight found that all ten of the largest US commercial banks used chatbots and that about 37% of the US population interacted with a bank chatbot in 2022, and it warned that a chatbot that gives inaccurate information, fails to recognise a dispute or traps customers in 'doom loops' without a route to a human can violate federal consumer financial law. States are adding disclosure duties: Colorado's HB 26-1263 requires conversational AI services to say they are AI from January 1, 2027, and New York's DFS already requires that of virtual-currency firms.

RuleAuthorityWhat it requiresApplies
CFPB issue spotlight: Chatbots in consumer financeCFPBInstitutions remain responsible for accurate answers, recognising disputes and giving access to a human; deficient chatbots risk non-compliance with federal consumer financial law.Published Jun 6, 2023
CFPB comment to Treasury on AICFPB'No fancy new technology carveout': chatbots named among the areas of compliance risk under existing law.Published Aug 12, 2024
Colorado HB 26-1263 (conversational AI)Colorado AI ActOperators of publicly accessible conversational AI must disclose that the user is talking to AI, keep safety protocols and not present output as coming from a licensed professional.Effective Jan 1, 2027
Colorado AG proposed rulesColorado AI ActDraft rules implementing the ADMT Act and HB 26-1263.Proposed Aug 11, 2026
NY DFS customer-service guidance for virtual currency entitiesNY DFSTell the customer at the start that they are dealing with an AI tool and let them escalate to a human.In force from May 30, 2024
Interagency third-party risk guidance (SR 23-4 / OCC 2023-17 / FIL-29-2023)Federal ReserveA chatbot bought from a vendor, or built on a vendor's language model, is a third-party relationship: due diligence, contract terms, ongoing monitoring.In force from Jun 7, 2023
NIST AI 600-1 (Generative AI Profile)NISTConfabulation, data privacy and information security among the twelve generative-AI risks, with suggested actions.Voluntary
GDPR Article 22EU AI ActFor EU customers: limits on decisions based solely on automated processing, relevant once an assistant decides rather than informs.In force from May 25, 2018

What are the risks of AI chatbots in banking?

The CFPB's review grouped them in three: a limited ability to solve complex problems (failing to recognise a dispute, giving inaccurate or insufficient information, offering no meaningful help), obstacles to timely human intervention, and technical and security weaknesses (downtime, impersonation and phishing, exposure of personal information). Generative models add confabulation, which NIST names among its twelve generative-AI risks. For the bank the consequences are legal as well as reputational: the CFPB says deficient chatbots risk non-compliance with federal consumer financial law, diminished service and trust, and harm to customers.

RiskWhat goes wrongWho has flagged it
Unrecognised disputesA customer raises an error or dispute in chat and the bot does not treat it as one, so legal timelines are missed.CFPB issue spotlight (2023)
Inaccurate or insufficient informationWrong answers about fees, terms or account status that the customer relies on.CFPB issue spotlight (2023); NIST AI 600-1 (confabulation)
Doom loopsRepetitive, unhelpful responses with no offramp to a human representative.CFPB issue spotlight (2023)
Impersonation and phishingFraudsters imitate a bank's chatbot to harvest credentials.CFPB issue spotlight (2023)
Personal data exposureChat logs and prompts hold personally identifiable information that must be protected whatever the technology.CFPB issue spotlight (2023)
Undisclosed AIA customer does not know they are talking to a machine.Colorado HB 26-1263; NY DFS guidance for virtual currency entities
Vendor dependenceThe assistant runs on a third party's platform or language model the bank must still oversee.SR 23-4 / OCC Bulletin 2023-17 / FDIC FIL-29-2023

SOURCES: CFPB, Chatbots in consumer finance (June 6, 2023) · NIST AI 600-1, Generative AI Profile

Should a bank build or buy its AI chatbot?

The public record shows both routes at the largest banks. Capital One built Eno's natural-language processing in-house, saying it needed a platform that 'deeply understands financial services terms'; Bank of America describes Erica as trained by its own data scientists with a library of more than 700 responses; Wells Fargo built Fargo on Google Cloud's conversational AI. The regulatory difference is where the oversight burden lands. A built assistant is the bank's to develop, test and govern end to end; a bought one is a third-party relationship under the 2023 interagency guidance, and the CFPB holds the bank responsible for what the chatbot tells customers either way.

RouteNamed exampleWhat the bank takes onRule that bites
Build in-houseEno (Capital One): NLP built in-house from concept to launch in under three months, trained on customer-service chat logsOwn development, testing, monitoring and the talent to sustain themEnterprise AI governance; consumer law on the answers given
Build on a cloud provider's AIFargo (Wells Fargo): Google Cloud's Dialogflow conversational AIDesign and controls stay with the bank; the platform is a critical vendorSR 23-4 / OCC Bulletin 2023-17 third-party risk management
Proprietary, curated responsesErica (Bank of America): more than 700 responses, over 75,000 updates since launchTight control of what the assistant can say, at the cost of flexibilityCFPB expectations on accuracy and access to a human
Agentic, acting for the customerChat Concierge (Capital One): multi-agent assistant that schedules and hands offControls on actions, disclosure that the customer is dealing with AI, human handoffColorado HB 26-1263 from Jan 1, 2027; CFPB spotlight

SOURCES: Capital One Tech: How and why Capital One built Eno's NLP in-house (2018) · Wells Fargo newsroom: Fargo to be powered by Google Cloud AI (2022) · Bank of America newsroom: Erica surpasses 3 billion client interactions (2025) · Capital One Tech: Chat Concierge (2025)

Which chatbot-related documents has each authority published?

DateEventDocument
Aug 11, 2026Colorado AG proposes rules implementing the chatbot and ADMT lawsColorado AG proposed ADMT rules
May 29, 2026Colorado HB 26-1263 signed: conversational AI disclosure from January 1, 2027HB 26-1263
Aug 12, 2024CFPB to Treasury: 'no fancy new technology carveout'CFPB comment to Treasury on AI in financial services (2024)
Jul 26, 2024NIST generative-AI profile names confabulation among twelve risksNIST AI 600-1 (Generative AI Profile)
May 30, 2024NY DFS: virtual currency firms must disclose AI in customer service and allow escalationDFS Virtual Currency Customer Service Guidance (May 2024)
Jun 6, 2023CFPB issue spotlight: all ten largest banks use chatbots; 'doom loops' warningCFPB Chatbots in Consumer Finance (issue spotlight, 2023)

Which of the 100 largest US banks use AI in customer service?

49 of the 100 bank pages on this site record a customer-facing AI use case, from named assistants to contact-centre tools and personalised insights. Each links to the bank's page, where the claim is sourced.

BankWhat the record showsStatus
JPMorganCall-centre and client assistants: Generative AI in call centres for agents serving Chase customers; AI concierge for clients is the stated end state.Rolling out
BofAErica: Consumer virtual assistant; 2 million interactions a day.In production
CitiCiti Sky: AI wealth advisor for Citigold clients, phased US rollout from summer 2026; demonstrated handling CD renewals, college-fund checks and mortgage-refinancing prompts as an 'always-on' member of the Citi Wealth team.Rolling out
Wells FargoFargo: Consumer virtual assistant: bill pay, transfers, transaction lookups; 245 million interactions in 2024.In production
Capital OneEno: Customer assistant in the mobile app, by text, in notifications and in the desktop browser: answers account questions, watches for unusual charges, free-trial endings and recurring charges, and creates virtual card numbers for online shopping. Natural-language processing built in-house. Digital and customer-service AI: Part of the enterprise AI program presented at re:Invent.In production
PNCCall-centre models: Small and large models for call-centre tasks, built in-house.Announced
TruistTruist Insights: Personalisation engine delivering proactive insights and advice in digital channels. AI Call Summaries: Automatic generative-AI note-taking for care-centre conversations, piloted in Q3 2025 and fully deployed by September 2026; 70% of inbound interactions supported.In production
SchwabPortfolio Insights: Gen-AI explanations of portfolio performance with Schwab research and market news. NLP models in client service: Natural-language processing supporting service interactions.In production
TDTD AI Prism personalisation: Predictive foundation model for customer needs and marketing.In production
Fifth ThirdJeanie and the AI app interface: AI assistant plus natural-language navigation with 150 intents. AI deposit personalisation: AI tools on customer data to tailor deposit offers.In production
HuntingtonAI-personalised deposit offers: AI on customer data to tailor deposit products.In production
BMONext Best Offer with Codat: Machine learning on payments data recommends products to bankers.In production
CitizensCiZi: Mobile-app AI assistant; call volume down 44%.In production
AmexGraphite card agentic search and checkout: Agentic AI supporting product search and checkout for business customers.In production
KeyBankConversational AI in the contact centre: AI-handled calls at roughly $0.25 each versus $9 for human-handled. Enriched transactions and personalised insights (Personetics): Enrichment live since April 2026; insights piloting for Q3; conversational assistant not yet dated.In production, Rolling out
AllyCall summarisation for customer care: Gen-AI summaries of customer calls; about 5 million calls supported.In production
HSBCContact-centre AI tools: Rolled out to improve customer experience, per the group CEO.In production
RegionsPersonalised insights in mobile banking: Transaction analysis for daily spending and savings notifications and subscription tracking.In production
PinnacleDigital-wallet primacy through advice and alerts: Spending advice and fraud alerts as the basis for card use in digital wallets.In production
UBSSTAAT proactive insights for US advisors: Machine-learning alerts on external assets, life events and network connections. AI avatars of research analysts: Digital twins delivering AI-generated research scripts to clients.In production
SantanderHyper-personalised customer journeys (ONE Transformation): Data and AI embedded in the businesses for cross-selling and primacy. Openbank digital banking: The digital bank that gathered $6 billion of US deposits in its first year.Rolling out, In production
City NationalAI-driven product innovation: Led by the SVP for product, AI and innovation; specifics undisclosed.Announced
ZionsAutomation of service emails: 330,000 annual address-change and similar emails targeted for AI handling.Announced
FlagstarCustomer 360 and proactive private-banking insights: The S2 architecture's stated customer-facing goal.Announced
First HorizonIn-house digital banking platform: A proprietary customer-facing platform under construction.Announced
East WestMobile and online banking: Digital account opening and CD products via the mobile app.In production
Old NationalEmbedded BNPL in the banking app (Affirm, in talks): Affirm Edge would surface purchasing power and installment offers inside the app.Announced
CIBCCore-tex personalised offers and insights: AI-generated product offers and timely client insights.Rolling out
ValleyAI prospecting and lead generation: Helping bankers develop relationships 'in a not-creepy way'; AI used to compete for deposits.In production
FrostConversational, personalised mobile banking: Stated direction: customers describe tasks in their own words; not yet launched.Announced
FNBeStore Common app with AI-driven insights: One application for 50-plus consumer and business products; AI reduces keystrokes and time. AI customer insights and recommendations: Analyses eStore transactions, suggests products and cash-flow improvements.In production, Announced
SoFiSoFi Coach: Chat-based AI financial guide on member and external account data; planner-built. Cash Coach: AI insights engine that recommends moving idle cash and paying down high-rate debt. Conversational AI support (Galileo Konecta): 50% lower chat abandonment, 65% faster responses.Rolling out, In production
AssociatedDigital and omnichannel strategy: Digital sales and servicing under the new chief digital officer.Rolling out
Deutsche BankConversational AI for inbound inquiries: Target: more than 80% of inbound inquiries assisted by personalised conversational AI.Rolling out
Hancock WhitneyDigital and mobile modernisation with MX: Money-experience platform; new mobile app; online account opening.Rolling out
BankUnited'Digital plus human' service model: Digital self-service paired with bankers for complex, high-value work.In production
Texas CapitalCloud-native client onboarding: Integrated platform cited for onboarding speed.In production
Eastern BankClient education on AI chatbots and generative AI: Middle-market guide to selecting AI services and local learning resources.In production
Axos BankArc 'Archie' CFO agent and conversational AI: Agentic finance tools for small businesses via Arc; omnichannel conversational AI on Google's contact-centre suite.Rolling out
Sallie MaeAI-simulated training for contact-centre agents: Conversation and chat simulation replaces agent-to-agent role-play.In production
United CommunityAI-powered contact-centre agent tools: Efficiency tools for agents while maintaining service quality.In production
WaFd BankAI-powered 24/7 call-centre agent: Support automation to free bankers for higher-value interactions.Rolling out
First InterstateCustomer guidance on AI search answers: Explains inaccurate AI-generated rate summaries.In production
Customers BankAI call-centre scoring: 85% greater efficiency and full visibility into customer interactions.In production
Simmons BankCentralised call centre and automated teller line: Legacy service automation credited to the retiring CDO.In production
Bank of HawaiiDigital banking scale: 350,000-plus enrolments; 6.4 million monthly logins; Branches of Tomorrow.In production
Community Bank N.A.Small-business AI and automation guidance: Client education on AI tools.In production
FirstBankInsights personal-finance tool: Automated spending categorisation, budgets and net-worth tracking in the app.In production
Banner BankBanner Virtual Assistant: Conversational phone and chat assistant for account servicing with human handoff.In production

Which banks have AI chatbots?

All ten of the largest US commercial banks had deployed chatbots by 2023, according to the CFPB. Named assistants documented by the banks themselves include Bank of America's Erica (2018), Capital One's Eno (2017) and Chat Concierge (2025), Wells Fargo's Fargo (2023), the U.S. Bank Smart Assistant (2020), Truist Assist (2022), Fifth Third's Jeanie and Citizens' CiZi.

What is conversational AI in banking?

Software that lets a customer or employee bank in natural language, by text or voice: checking balances, moving money, disputing a charge or getting an explanation. It ranges from rule-based chatbots with curated responses to assistants built on large language models and agents that complete tasks on the customer's behalf.

What is the most used bank chatbot?

By published totals, Bank of America's Erica: more than 3.2 billion client interactions since its 2018 launch and nearly 700 million in 2025, per the bank's March 2026 release. Wells Fargo reported more than 1 billion Fargo interactions in under three years.

Is there a regulation for bank chatbots?

Not a dedicated federal one. The CFPB applies existing consumer financial law to the channel, third-party risk guidance covers vendor-built assistants, and state laws add disclosure: Colorado's HB 26-1263 requires conversational AI services to identify themselves as AI from January 1, 2027.

Do bank chatbots use generative AI?

Increasingly, but the largest deployed assistants grew out of intent-recognition systems with curated responses. US model risk guidance places generative and agentic AI outside its scope since April 2026, so a generative assistant is governed through the bank's broader AI governance, third-party risk management and consumer-compliance controls.

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