Business function

AI use cases for customer service

Answering, resolving and routing customer requests across phone, chat, messaging and email.

Use cases
77
Deployments
436
Organizations
394
Outcome disclosed
60%

77 Customer service use cases

394 organizations in 53 countries run these use cases in public. 60% of those 436 deployments disclose a measurable outcome.

Education

AI academic advising assistant for course selection and degree requirements

An AI academic advising assistant is an AI chatbot that answers students' questions about degree requirements, course selection, prerequisites and majors. It works from the institution's own catalog and advising documents, so students get quick answers to routine questions and are directed to a human advisor for anything that needs judgment, is time sensitive, or falls outside what the assistant can see.

Deployments
4 public, best grade B
Autonomy
Assist
BankingPayments and cards

AI agent for account and card servicing

An AI account and card servicing agent is an AI agent that resolves routine banking account and card requests for customers, end to end. It handles things like balances, statements, card blocks and replacements, PIN resets and limit changes, across app, web, messaging and phone, and hands anything sensitive or unusual to a human with the full context.

Deployments
8 public, best grade B
Reported containment rate
about 90%
DBS Bank, organization claim
Real estate

AI agent for apartment leasing inquiries and resident service

An AI leasing and resident service agent answers rental prospects and residents by chat, text, email and phone for a property manager. It answers questions about apartments and policies, books tours, takes maintenance requests, sends renewal and payment reminders, and hands anything that needs judgment to leasing or service staff.

Deployments
13 public, best grade B
Reported conversion uplift
18%
Landmark Properties, vendor claim
Banking

AI agent for ATM and self service device assistance

An AI agent for ATM and self service device assistance helps customers with problems at or around ATMs and similar machines. It handles issues such as a withdrawal that did not pay out, a retained card, a blocked PIN or finding a working machine with cash, over the app, chat or phone, and it opens and tracks the claim or hands it to a person when it cannot be resolved.

Deployments
1 public, best grade B
Reported satisfaction uplift
150%
NatWest Group, organization claim
Cross industryBanking

AI agent for branch finding and appointment booking

A branch and appointment booking agent is a conversational AI that finds the nearest suitable location and books an in person or video appointment with the right specialist. It checks opening hours and services offered, and records the visit reason so staff are prepared. In banking it answers where the nearest branch is and books the mortgage or business banker; retail, healthcare and property have the same job.

Deployments
4 public, best grade B
Autonomy
Autonomous
BankingPayments and cards

AI agent for card dispute intake

Card dispute intake is a customer facing AI agent that finds a disputed card transaction and separates suspected fraud from merchant disputes and simple confusion. It explains the customer's rights and timelines, collects the details and evidence the rules require, and opens a correctly classified dispute case for the operations team.

Deployments
3 public, best grade B
Autonomy
Supervised agent
Cross industryBanking

AI agent for complaints recognition, investigation and response

An AI agent that recognizes, investigates and drafts a response to a customer complaint for a human handler to approve. It logs the complaint against the regulatory definition, classifies its root cause and severity, gathers the evidence, drafts the acknowledgement and the response, and tracks every statutory deadline until the case is closed.

Deployments
5 public, best grade B
Reported accuracy
about 95%
Crédit Agricole Bank Polska, vendor claim
Automotive

AI agent for dealer service retention and aftersales outreach

AI dealer service retention is an AI agent that reaches vehicle owners by text or email when service is due and books the appointment in that conversation. It continuously mines a dealer's service records for each vehicle's factory intervals, declined work, open recalls and lapsed visits, and answers what is due, so a lean service team keeps more of the visits it would otherwise lose to time or a competitor.

Deployments
5 public, best grade C
Autonomy
Supervised agent
Telecommunications

AI agent for device and connectivity troubleshooting on voice and chat

An AI troubleshooting agent diagnoses and fixes a customer's broadband, mobile, TV or device problem by conversation on the phone or in chat. It runs line tests and remote resets through the operator's systems, guides the customer step by step, and books an engineer or hands over to a technician when the fault needs a person.

Deployments
4 public, best grade B
Median containment rate
70%
3 deployments
Cross industryBanking

AI agent for early collections and hardship support

A voice and messaging agent that contacts customers in early arrears to collect payments. It answers their inbound calls too, takes payments and sets up payment arrangements within preapproved rules, and recognises signs of hardship or vulnerability so those customers go straight to a trained person.

Deployments
4 public, best grade C
Reported cost reduction
75%
SameDay Auto Finance, vendor claim
Cross industryBanking

AI agent for first line contact centre service

An AI first line contact centre agent answers inbound customer contact on phone, chat and messaging, resolving general and routine questions end to end in the customer's own language. It routes everything complex, sensitive or regulated to the right human team, with the context attached.

Deployments
39 public, best grade A
Median containment rate
50%
11 deployments, 1 "up to" value left out
Insurance

AI agent for first notice of loss claims intake

A first notice of loss agent is an AI agent that takes the first notice of loss from a policyholder by phone, chat or app. It identifies the policy, collects the facts of the incident and the evidence the claim type needs, opens the claim in the claims system, tells the customer what happens next, and hands complex, injured or vulnerable claimants to a human handler.

Deployments
7 public, best grade B
Reported accuracy
90%
DOMCURA, vendor claim
Travel and hospitality

AI agent for flight disruption and rebooking

An AI flight disruption and rebooking agent tells airline passengers proactively when their flight is delayed, cancelled or misconnected and helps them rebook. It explains why, and lets them rebook, request a refund or voucher, or claim care such as meals and hotels in one conversation on app, messaging, web or phone, within the airline's reaccommodation rules and passenger rights, handing complex itineraries and upset customers to a human with the context attached.

Deployments
6 public, best grade B
Reported automation rate
97%
Air India, vendor claim
BankingPayments and cards

AI agent for fraud alert confirmation with cardholders

AI fraud alert confirmation is a customer facing AI agent that contacts a cardholder when a fraud engine flags a card transaction, verifies them and asks if they made it. It reaches them in the channel they actually respond to and acts on the answer: releasing the block so a retry succeeds, or freezing the card and starting the fraud claim.

Deployments
6 public, best grade B
Reported fraud loss reduction
76%
Commonwealth Bank of Australia, organization claim
Insurance

AI agent for insurance policy servicing

An insurance policy servicing agent is AI that answers policyholders' coverage questions from their own policy documents and completes routine policy changes and document requests across chat, messaging and phone. Examples include address and vehicle changes, adding a named driver or item, payment method updates, and certificates and proof of cover, and it hands anything complex or sensitive to a human with the context.

Deployments
6 public, best grade B
Reported containment rate
at least 50%
Lemonade, organization claim
Telecommunications

AI agent for network outage detection and customer communication

AI network outage communication is an agent that turns network alarms into a clear picture of which customers are affected by an outage and why. It proactively tells those customers by message, app or phone, giving a cause and an estimated fix time, answers their questions during the incident, and updates them until service is restored.

Deployments
1 public, best grade B
Autonomy
Supervised agent
Cross industryRetail and ecommerce

AI agent for order status, delivery changes and returns

An AI order status and returns agent answers "where is my order", changes delivery details and arranges returns, exchanges and refunds for online and omnichannel shoppers. It does this end to end, by reading and writing to the order, carrier and returns systems within the retailer's policy, and hands exceptions such as damaged goods, disputes and upset customers to a person.

Deployments
8 public, best grade B
Median customer satisfaction, vendor reported
95%
3 deployments
Cross industryHealthcare

AI agent for outbound reminders and confirmations by voice and messaging

An AI agent for outbound reminders and confirmations contacts customers about something they already booked or ordered, to remind them and confirm attendance. That can be an appointment, a delivery, a reservation or a service visit, and the agent lets them cancel or move it in the same conversation, by phone, SMS, WhatsApp or email. This is operational service outreach, not marketing: nothing is sold, and success is measured in kept appointments and reused slots, not in conversion.

Deployments
4 public, best grade B
Autonomy
Supervised agent
Logistics and transportation

AI agent for parcel tracking and delivery exceptions

An AI agent for parcel tracking and delivery exceptions answers "where is my parcel" and resolves delivery exceptions for parcel carriers and postal operators. It handles issues such as missed deliveries, redelivery or a change of address or pickup point, delays, customs holds and lost or damaged parcel claims, on chat, messaging and phone, and hands disputes and claims above set limits to a human with the tracking history attached.

Deployments
7 public, best grade B
Reported containment rate
85%
Chronopost, organization claim
Healthcare

AI agent for patient appointment scheduling, reminders and no show reduction

An AI agent for patient scheduling and reminders books, moves and cancels patient appointments by phone and messaging, and reminds and confirms patients. It follows the provider's scheduling rules (referral, triage level, clinician and visit type, preparation), confirms and reminds patients in two way conversations, predicts who is likely to miss an appointment, and offers freed slots to patients on the waiting list. Unlike a general branch and appointment booking agent, it writes into the electronic health record and must respect clinical constraints, so anything clinical goes to staff.

Deployments
9 public, best grade B
Reported containment rate
30%
Howard Brown Health, vendor claim
Payments and cardsBanking

AI agent for payment initiation within a customer mandate

Agentic payment initiation is an AI agent that initiates and completes payments or purchases on a customer's behalf, within a mandate the customer set in advance. The mandate sets spending caps, allowed merchants or categories, a tokenized credential and rules for when to ask for confirmation, and the agent then confirms and reconciles every transaction it made.

Deployments
9 public, best grade B
Reported conversion uplift
about -67%
Walmart, organization claim
BankingPayments and cards

AI agent for personalized offers and rewards

AI offers and rewards is a customer facing agent for banks and card issuers that picks the offer, reward or loyalty action most relevant to each customer at each moment. It draws on the customer's transactions and context, delivers the offer in the app, in messaging or through a colleague, helps the customer understand, track and redeem rewards in conversation, and works inside their own account and loyalty relationship, unlike campaign personalization.

Deployments
3 public, best grade B
Autonomy
Autonomous
BankingPayments and cards

AI agent for proactive customer outreach, activation and retention

Proactive outreach and activation is an AI agent that holds the conversation when a bank reaches out first to change something about a customer's account or products. It is triggered by an event or a campaign: low balance and fee avoidance alerts, payment and renewal reminders, card activation, dormant account reactivation and offers the customer already qualifies for, over messaging or voice, while the bank's own systems decide who is contacted and why. Reminders about appointments and deliveries the customer booked, and the in app coach the customer opens, are separate use cases.

Deployments
3 public, best grade B
Autonomy
Supervised agent
Logistics and transportation

AI agent for public transit passenger information and disruption reporting

A transit passenger information agent is an AI agent on a public transport operator's website, app or messaging channel that answers riders' real time questions about arrivals and delays. It answers from live service data, takes a structured report when something is wrong on board or at a station, and flags urgent or safety related reports for fast human follow up, in the rider's own language.

Deployments
3 public, best grade B
Autonomy
Supervised agent
Telecommunications

AI agent for telecom bill explanation and billing disputes

A bill explanation and billing dispute agent is an AI agent that explains a customer's telecom bill line by line and answers why a charge changed or appeared. It works in plain language on any channel, corrects clear errors within set limits, and opens a billing dispute with the evidence attached when a human has to decide.

Deployments
4 public, best grade B
Reported first contact resolution
60%
Vodafone, organization claim
InsuranceTravel and hospitality

AI agent for travel insurance claims and assistance

A travel insurance claims and assistance agent is an AI agent that helps insured travellers with claims and assistance around the clock, in their own language. It answers cover questions, takes claims for delays, cancellations, lost baggage and medical costs, reads the receipts and certificates travellers upload, settles simple claims within set limits, and connects medical emergencies and complex cases to the assistance team at once.

Deployments
2 public, best grade B
Reported automation rate
up to 70%
Allianz Partners, organization claim
Energy and utilities

AI agent for utility billing, payments, meter readings and move in or move out

An AI agent for utility billing and moves explains bills and tariffs, takes meter readings and manages payments and account moves for energy and water customers. It also handles move in and move out, including final reads and closing one account and opening the next, across phone, messaging, email and the app, while anyone in payment difficulty, in a vulnerable situation or with a complaint is handed to a person.

Deployments
5 public, best grade B
Reported containment rate
75%
Aydem Energy, organization claim
Media and entertainment

AI answer engine for readers built on a publisher's own journalism

A publisher archive answer engine is a generative AI search and answer tool on a publisher's site or app that answers readers' questions from its own journalism. It answers only from that publisher's published journalism and archive, cites the articles it used, and declines to answer when its own reporting does not cover the question.

Deployments
7 public, best grade B
Autonomy
Autonomous
Telecommunications

AI assistant for B2B telecom quoting, sales and service

A B2B telecom quoting and service assistant is an AI that answers business customers' product, pricing and contract questions and prepares configurations and quotes for connectivity, mobile fleets and devices. It also serves the sellers who look after these accounts, drafts responses to tenders, and handles routine service requests and fault tickets, with a sales or service specialist approving anything binding.

Deployments
5 public, best grade B
Reported containment rate
70%
SoftBank Corp., organization claim
Government and public sector

AI assistant for benefits eligibility questions and applications

A benefits eligibility and application assistant is an AI assistant that helps people see which public benefits and grants may apply to them and explains the rules in plain language. It also explains the required documents, guides the person through the application and checks it for completeness, while the eligibility decision stays with the agency's rules and caseworkers.

Deployments
7 public, best grade B
Reported accuracy
97%
Department for Work and Pensions, organization claim
Government and public sector

AI assistant for citizen information and government services

A citizen information assistant is an AI assistant that answers residents' and businesses' questions about government services in plain language, grounded only in official guidance with links to the source. It points them to the right online service or office, and hands anything personal, urgent or outside its content to a human with the context attached.

Deployments
20 public, best grade A
Reported accuracy
at least 76%
Foreign, Commonwealth and Development Office, organization claim
BankingPayments and cards

AI assistant for corporate and commercial client servicing

An AI corporate client servicing assistant answers finance and treasury teams' questions inside the corporate banking portal, app and messaging channels, and resolves routine requests end to end. Questions include payment status, balances, cut off times, fees and how to submit an instruction, and anything it cannot finish is handed to a service specialist who has an AI copilot.

Deployments
5 public, best grade B
Reported contact deflection
16%
Bank of America, organization claim
Cross industryBanking

AI assistant for developers integrating a company's APIs

An AI API integration assistant answers developers' integration questions and recommends the right endpoints on a company's developer portal and in its documentation. It also helps debug connections and generates sample calls, grounded in the API catalogue, reference docs and test material, so clients and partners integrate faster with fewer support tickets.

Deployments
6 public, best grade B
Reported contact deflection
30%
Mapbox, organization claim
BankingPayments and cards

AI assistant for digital account onboarding and KYC

A digital onboarding assistant is a customer facing AI that guides a new applicant, a person or a small merchant, through opening a digital account, card or relationship. It collects and checks identity and supporting documents, orchestrates the know your customer and anti money laundering checks, prefills what it can and sends only the unclear cases to a human reviewer with a summary. The ownership research for complex corporate clients is a separate back office job.

Deployments
4 public, best grade B
Reported productivity gain
30x
M-DAQ Global, vendor claim
Wealth and asset managementBanking

AI assistant for goal based financial planning

An AI assistant for goal based financial planning is an AI assistant that turns a client's goals into projections and what if scenarios using a rules based planning engine. It explains the trade offs in plain language and prepares the plan for an advisor to validate, with every assumption disclosed and reproducible.

Deployments
2 public, best grade B
Autonomy
Copilot
Education

AI assistant for student enrollment and student services

A student enrollment and services assistant is an AI assistant that answers admitted and current students' questions about admissions, financial aid, registration, housing and deadlines. It answers them by text message and web chat, sends timely reminders for the tasks each student still has to complete, and hands personal or complex cases to staff.

Deployments
5 public, best grade B
Autonomy
Supervised agent
Government and public sector

AI assistant for tax questions and filing support

A tax questions and filing assistant is an AI assistant that answers taxpayers' questions about taxes, deadlines, refunds and payments. It lets authenticated taxpayers check their status or set up a payment plan within set rules, and guides them through filing, while assessments, penalties and disputes stay with the tax authority's staff and systems.

Deployments
10 public, best grade A
Reported contact deflection
80%
Agencia Estatal de Administración Tributaria (AEAT), vendor claim
Telecommunications

AI assistant for telecom order to activation and eSIM onboarding

An AI order to activation and eSIM onboarding assistant takes a new or existing customer from order to a working service. It collects and checks the order details, guides number porting, eSIM download or SIM activation and installation appointments, tracks the order and fixes or escalates the step that is stuck, on messaging, app, web or phone.

Deployments
3 public, best grade B
Reported automation rate
76%
Singtel, organization claim
Telecommunications

AI assistant for telecom plan upgrades, add ons and sales

A plan upgrade and sales assistant is an AI assistant that helps telecom customers choose, compare and buy the right mobile, broadband or TV plan, device or extra. It serves existing and prospective customers in the app, in messaging, on the phone or through a human advisor, using their usage and eligibility and the operator's current offers, and it completes the order or passes a ready quote to a person.

Deployments
9 public, best grade B
Reported conversion uplift
75%
Telenet, vendor claim
Telecommunications

AI assistant for telecom retail stores, from associate copilot to digital human kiosk

A retail store and kiosk assistant is AI for telecom shops that gives store associates quick, sourced answers on plans, promotions, devices and the customer's account during the conversation. It can also greet and serve customers directly on an in store screen or kiosk, sometimes as a digital human, handing them to an associate when they are ready to buy or need help.

Deployments
5 public, best grade B
Reported accuracy
95%
Bouygues Telecom, vendor claim
Real estate

AI conversational property search assistant for real estate portals

A property search assistant is a conversational AI on a real estate portal that lets buyers and renters search, compare and narrow down homes in plain language instead of filters. It also answers affordability and neighborhood questions from the portal's own listing and market data, and hands the shopper to a tour booking or a local agent.

Deployments
7 public, best grade B
Autonomy
Supervised agent
Telecommunications

AI copilot for field technicians and dispatch optimization

A field technician copilot is AI that decides whether a fault needs a site visit at all and predicts what work and parts the job will need. It also helps plan and update appointments, and gives technicians on site guided diagnosis and instant answers from manuals and past jobs, so more jobs are fixed on the first visit.

Deployments
4 public, best grade B
Autonomy
Copilot
BankingPayments and cards

AI drafted explanations for credit declines and adverse actions

AI drafted explanations for credit declines and adverse actions come from an assistant that turns a credit model's reason codes into an accurate, specific and readable explanation for the customer. It explains a decline, reduced limit or repricing, and produces a matching internal rationale for the file, without adding any reason the model did not actually produce.

Deployments
3 public, best grade B
Autonomy
Copilot
Healthcare

AI drafting of clinician replies to patient portal messages

Generative AI for patient portal message reply drafting reads an incoming patient portal message together with the patient's own chart and drafts a reply for the care team. A clinician, nurse, advanced practice clinician or pharmacist reviews, edits and sends it, so the care team starts from a draft instead of a blank reply box on every message.

Deployments
4 public, best grade B
Reported response time reduction
about 7%
NYU Langone Health, organization claim
Cross industryBanking

AI enterprise knowledge search for employees

Enterprise knowledge search is an AI assistant that lets any employee ask a question in plain language and get a synthesized answer from the organization's own documents. It draws the answer from policies, procedures, product manuals and research, with citations to the source documents, and only from documents the employee is allowed to see.

Deployments
13 public, best grade B
Reported employee adoption
at least 90%
Zain Jordan, organization claim
Banking

AI financial wellbeing coach in the banking app

A financial wellbeing coach is an in app AI assistant that customers open to understand their own money. It uses the customer's transaction data to explain their spending, forecast upcoming bills and cash flow, set and track savings goals and answer money questions in plain language, staying on the guidance side of the line between guidance and regulated financial advice.

Deployments
10 public, best grade B
Autonomy
Supervised agent
Payments and cardsBanking

AI for chargeback and representment operations

AI chargeback and representment is AI that runs the dispute engine room for issuers, acquirers and merchants, mapping each dispute to the network reason code. It gathers the matching evidence, assembles a network compliant chargeback or representment package, drafts the rebuttal, tracks every deadline and processes pre dispute alerts so a refund can be issued before a chargeback lands.

Deployments
10 public, best grade B
Autonomy
Supervised agent
Cross industryBanking

AI for complaints root cause and systemic issue analysis

AI complaints root cause analysis reads the free text of complaints across all channels and clusters it into themes to find the systemic causes behind them. It separates systemic causes from one off events, links each theme to the product, process or control behind it, and routes the insight to the owner who can fix it. A human validates every root cause and every remediation.

Deployments
3 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI for drafting customer letters and outbound notices

AI for outbound notice drafting writes the letters and notices operations must send at scale, such as arrears notices or decline letters. It also covers complaint responses, servicing confirmations and product change notices, from case data and approved templates and clauses, in the customer's language, for a person to approve where the notice is regulated.

Deployments
6 public, best grade B
Reported cycle time reduction
25%
SS&C GIDS and RS, vendor claim
Cross industryBanking

AI for inbound correspondence triage and routing

AI correspondence triage and routing is AI that sorts inbound letters, emails, uploads and secure messages before anyone answers them, so each one reaches the right team. It brings everything into one intake, identifies what each item is, extracts the key fields, links it to the right customer and account, sets priority and routes it to the right workflow, replacing the manual sorting desk.

Deployments
8 public, best grade B
Reported accuracy
95%
Irish Life, vendor claim
Insurance

AI for insurance renewal processing and customer retention

Renewal and retention AI prepares and runs the insurance renewal cycle, digitizing renewal submissions and changes in risk for underwriters and flagging policies at risk of lapsing or leaving. It also prepares the renewal conversation and answers customers' renewal questions, while renewal prices stay governed by the insurer's pricing rules and fair value obligations.

Deployments
3 public, best grade B
Autonomy
Copilot
Government and public sector

AI for non emergency service requests and 311 routing

AI non emergency service request routing is an agent on a city's 311 style phone, chat and messaging channels that answers routine municipal questions for residents. It also takes service requests, such as potholes, missed collections or broken street lights, with the right location and details, creates the case in the work order system, and routes anything urgent or complex to the right team.

Deployments
7 public, best grade B
Reported accuracy
80%
City of Kelowna, vendor claim
BankingPayments and cards

AI for payment investigations and exceptions

AI for payment investigations and exceptions works the payments that fall out of straight through processing, by reading the failure and repairing or enriching the message. It drafts the ISO 20022 or SWIFT investigation, chases the counterparty bank and proposes a return, recall or correction, while an operator approves anything that moves money.

Deployments
2 public, best grade B
Reported automation rate
at least 10%
BNY, organization claim
Technology and softwareCross industry

AI for product feedback and bug report triage

AI bug report triage is AI that reads incoming bug reports, crash logs and product feedback, and classifies each item for engineering teams. It gathers these from support tickets, app store reviews and error monitoring tools, then sorts them by severity, component and likely duplicate before routing each to the right team. For well specified defects, it drafts a starting code change or reproduction steps for an engineer to review.

Deployments
2 public, best grade C
Reported accuracy
90%
Gelato, vendor claim
Cross industryGovernment and public sector

AI for support knowledge article generation and maintenance

AI knowledge article generation is AI that drafts support knowledge base articles from resolved tickets, cases and conversations. It also detects questions the knowledge base does not answer and articles that are outdated or contradict each other, and proposes new or revised articles for a knowledge owner to review and publish.

Deployments
4 public, best grade B
Autonomy
Copilot
Telecommunications

AI for telecom churn prediction and retention offers

AI churn prediction and retention is AI for telecom operators that scores each subscriber's risk of leaving from usage, service, billing and contact signals. It explains the likely reason and chooses the next best retention action, such as fixing a problem, adjusting a plan or making an offer, delivered through the app, messaging, an agent or an advisor within approved offer budgets.

Deployments
5 public, best grade B
Reported churn reduction
20%
Telenet, vendor claim
Cross industryRetail and ecommerce

AI for voice of the customer and feedback analysis

AI customer feedback analysis is AI that reads every piece of free text customer feedback and turns it into themes, sentiment and actions for a named owner. The feedback can be survey verbatims, NPS comments, reviews, social posts, chat and call transcripts, and the analysis also identifies drivers, so the organization hears all of its customers instead of a sample.

Deployments
10 public, best grade B
Reported accuracy
84%
SBF Group, vendor claim
Wealth and asset managementBanking

AI generated client portfolio reports and commentary

Portfolio reporting and commentary is AI that drafts each client's periodic portfolio report and commentary in plain language, for wealth and asset managers. The narrative covers performance, attribution, what drove returns, positioning and outlook, written in the client's language, where every figure comes from the portfolio system of record and a reviewer approves the text before delivery.

Deployments
3 public, best grade B
Autonomy
Copilot
BankingReal estate

AI home loan assistant with pre qualification

An AI home loan assistant with pre qualification answers a customer's home loan questions and runs indicative borrowing estimates, then books the customer with a mortgage specialist. It covers rates, loan to value, fees and the documents needed, runs the affordability estimate from the bank's published rules, and stays grounded in the bank's current, versioned product and policy documents.

Deployments
6 public, best grade B
Autonomy
Supervised agent
Wealth and asset managementBanking

AI knowledge assistant for wealth advisors and relationship managers

An AI knowledge assistant for wealth advisors and relationship managers answers their questions in seconds from the firm's own research, house view, product documentation and policies. Every answer links to the source document, so the advisor can check it before using it with a client.

Deployments
9 public, best grade B
Autonomy
Assist
Education

AI predictive analytics for student retention and advisor outreach

Student retention analytics is a predictive model that scans each enrolled student's academic and engagement data daily to alert an advisor when a student drifts off track. It checks a broad set of risk factors, such as a failing grade in a required course, a missed registration deadline or disengagement, and triggers a timely, personal outreach so a person, not just a data point, follows up while there is still time to help.

Deployments
5 public, best grade C
Autonomy
Supervised agent
Cross industryBanking

AI quality and compliance monitoring of every customer interaction

Call quality and compliance monitoring is automated quality assurance that transcribes and scores every customer interaction, voice and chat, against the organization's own rubric. It checks required disclosures and script adherence, flags conduct and mis selling risk, and surfaces coaching opportunities, instead of the small sample a human QA team can review.

Deployments
9 public, best grade B
Reported quality score uplift
about 10%
British Gas, vendor claim
Cross industryGovernment and public sector

AI reply drafting for customer email and support tickets

AI reply drafting for customer email and support tickets is a copilot that drafts the reply to an incoming email, message or ticket once it reaches a service agent. It summarizes the request, pulls the relevant customer data and approved knowledge, and drafts the reply in the organization's tone and the customer's language for the agent to check, edit and send. Live calls and chats, and the sorting of the inbox itself, are separate use cases.

Deployments
7 public, best grade B
Reported cycle time reduction
about 50%
HYPE, vendor claim
Cross industryBanking

AI roleplay training for customer conversations

AI conversation roleplay training is a simulator where generative AI plays a realistic customer, by voice or text, so staff can rehearse difficult conversations. Service, sales and crisis staff can practice as often as they need before handling live conversations, and receive structured feedback against the organization's own standards.

Deployments
9 public, best grade B
Median time to proficiency reduction, vendor reported
20%
4 deployments
BankingPayments and cards

AI scam intervention for instant payments

Scam payment interception is AI that talks to a customer who is about to authorise an instant payment that looks like a scam. It combines the payee check and the risk score, asks targeted questions about the payment in plain language, explains the specific scam pattern, and holds, delays or escalates the payment to a human specialist when the risk stays high. Unlike fraud scoring, which stops payments the customer did not make, it protects customers from payments they are being manipulated into making.

Deployments
7 public, best grade B
Median fraud loss reduction
40%
3 deployments
Cross industryRetail and ecommerce

AI shopping assistant for product discovery and recommendations

An AI conversational shopping assistant answers product questions and recommends items from a retailer's own catalog, for a need, project or occasion a shopper describes. It works on the retailer's site or app, compares items grounded in the retailer's product data, reviews and stock, and hands the shopper to a basket, a store or a human expert.

Deployments
9 public, best grade B
Reported conversion uplift
3x
Sun & Ski Sports, vendor claim
Government and public sectorLogistics and transportation

AI sign language avatar translation for public information

Sign language avatar translation is AI that turns written content and video captions into a sign language such as British or American Sign Language, shown by a rendered signing avatar. This lets Deaf and hard of hearing people get travel updates, public information and training content without waiting for a human interpreter to be filmed or booked.

Deployments
3 public, best grade C
Autonomy
Supervised agent
Telecommunications

AI spam and scam call blocking for mobile and landline subscribers

Spam and scam call blocking is AI in the operator's network that protects subscribers from unwanted calls by analysing incoming calls in real time. It blocks known fraudulent calls and labels suspected scam, spam and spoofed calls on the customer's screen before they answer, so subscribers can decide whether to pick up. Fraud against the operator itself, such as SIM swap or revenue share fraud, is a separate use case.

Deployments
6 public, best grade B
Autonomy
Autonomous
Government and public sector

AI translation and interpretation for multilingual public services

AI public service translation is AI that translates government content, documents and conversations between officials and the public, in writing and in real time speech. This lets people use public services in their own language, with human translators and interpreters reviewing anything that carries legal or safety weight.

Deployments
10 public, best grade B
Autonomy
Copilot
Travel and hospitality

AI travel and hotel booking concierge

A travel and hotel booking concierge is an AI assistant that turns an open travel question into a concrete trip for travellers. It searches live inventory for flights, hotels, rentals, cruises and activities, compares options and answers questions about the property and the booking, then completes or hands off the booking and supports the traveller with changes and questions before and during the stay.

Deployments
9 public, best grade B
Median automation rate
88%
3 deployments
Education

AI tutor that coaches students through problems

An AI tutor for students is a tool that works with a student on course material in conversation, asking questions and giving hints instead of handing over answers. It is grounded in the course content, set up by the school or teacher, with limits on use and a clear route to a human teacher.

Deployments
7 public, best grade B
Autonomy
Assist
Travel and hospitalityMedia and entertainment

AI visitor and tour guide for cities, museums and events

An AI visitor and tour guide tells visitors of cities, museums, heritage sites and events the stories behind what is around them, and answers their questions in their own language. It is often spoken, location and context aware, grounded in the organization's curated content and in the visitor's position or the object they scan.

Deployments
5 public, best grade C
Autonomy
Autonomous
Travel and hospitality

AI voice agent for drive through and phone order taking

A drive through voice ordering agent is a conversational voice agent that takes a customer's spoken order at a drive through speaker or on a restaurant phone line. It understands menu customizations and slang, applies real time stock and pricing, offers a relevant upsell, and sends the finished order straight to the point of sale, only calling a team member when the conversation goes outside what it can handle.

Deployments
2 public, best grade B
Reported containment rate
86%
The Wendy's Company, organization claim
Insurance

Conversational AI for insurance quote and buy

Conversational AI for insurance quote and buy is a customer facing agent that sells insurance directly in a conversation, asking rating questions and returning a price. It asks the rating questions in plain language, explains cover options, returns a price from the insurer's rating engine, handles objections and takes payment to bind the policy, with a licensed human available for advice and anything outside its limits.

Deployments
1 public, best grade B
Autonomy
Supervised agent
Banking

Conversational AI for loan application intake

Conversational AI for loan application intake is an assistant on web, app, messaging or voice that captures a loan application through dialogue with the customer. It explains loan products in the customer's language, checks documents and basic eligibility rules, and hands a complete, structured application to origination, without making the credit decision.

Deployments
5 public, best grade C
Autonomy
Supervised agent
Automotive

Generative AI voice assistant in the car

An in car AI voice assistant is a voice assistant built into the vehicle that uses a large language model to hold a natural conversation with the driver and passengers. It controls comfort, navigation and media functions, answers questions about the car and the world, and keeps the vehicle's own commands and data under the car maker's control.

Deployments
8 public, best grade B
Autonomy
Autonomous
Cross industryBanking

Real time AI assist for contact centre agents

Live agent assist is AI that helps a contact centre agent during a live call or chat by transcribing it and surfacing the right knowledge and next step. It also drafts responses and writes the after call summary and CRM notes, while the agent stays in control of what is said and done.

Deployments
16 public, best grade B
Median productivity gain
20.5%
4 deployments

What the evidence says

Computed from the 436 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across Customer service use cases
KPIMedianReported rangeData pointsClaimed by
Containment rate52%
20% to 96%
Not pooled: up to 88.5%
25plus 1 up to11 organization, 14 vendor
Accuracy90%
76% to 100%
146 organization, 8 vendor
Automation rate76%
10% to 99%
Not pooled: up to 70%, up to 50%
9plus 2 up to5 organization, 4 vendor
Handling time reduction50%
20% to 72%
Not pooled: up to 20%, up to 5%
8plus 2 up to1 organization, 7 vendor
Contact deflection25%
5.6% to 80%
86 organization, 2 vendor
Customer satisfaction84%
50% to 98%
73 organization, 4 vendor
Deployments by stage
  • Announced
    16
  • Pilot
    48
  • Production
    243
  • Scaled
    126
  • Paused or rolled back
    3
Public deployments by region
  • North America
    193
  • Europe
    125
  • Asia Pacific
    60
  • Middle East
    19
  • Global
    15
  • Africa
    13
  • Latin America
    11

Organizations with a public deployment

  • ABN AMRO
  • AIA Group
  • Absa Bank
  • Absa Group
  • Abu Dhabi Commercial Bank (ADCB)
  • Abu Dhabi Government (TAMM)
  • Acentra Health
  • Achieve
  • Adelphi University
  • Advanced Info Service (AIS)
  • Aftonbladet
  • Agencia Estatal de Administración Tributaria (AEAT)
  • Air Canada
  • Air India
  • Airbnb
  • Albo
  • All Nippon Airways
  • Allianz Partners
  • Amazon
  • American National Insurance
  • Anaconda
  • Aptive Environmental
  • Aqua Finance
  • Aramex
  • Art Basel
  • Asiacell
  • Asset Living
  • AssetMark
  • Attijariwafa bank
  • Auburn University
  • Audibel
  • Austin Peay State University
  • Australian Taxation Office
  • AutoCamp
  • AvalonBay Communities
  • Avenue5 Residential
  • Aydem Energy
  • BARK
  • BBVA México
  • BMW Group
  • BNY
  • BPCE Group
  • BT Business
  • BT Group
  • BYD
  • Baltimore City 911 (Emergency Communications)
  • Banca Transilvania
  • Banco Santander
  • Bank ABC
  • Bank of America
  • Bank of the Philippine Islands
  • Bell Canada
  • Best Buy
  • Better.com
  • Bharti Airtel
  • BillGO
  • Block, Inc.
  • Bloomberg Connects
  • Board of Governors of the Federal Reserve System
  • Booking.com
  • Bouygues Telecom
  • Bradesco
  • British Gas
  • Brockton Public Schools
  • Bundesagentur für Arbeit
  • CAF Management
  • CIMB Niaga
  • CaixaBank
  • Calix
  • Canada Revenue Agency
  • Capital One
  • Carrefour
  • Cathay Financial Holdings
  • Centers for Disease Control and Prevention
  • Centers for Medicare and Medicaid Services
  • Central Bank
  • Change Please
  • Checkers Drive-In Restaurants
  • Chicago Transit Authority
  • China Merchants Bank
  • China Unicom Sichuan
  • Choreo
  • Chronopost
  • CircleCI
  • Citi
  • City of Helsinki
  • City of Kelowna
  • City of New York
  • ClearTax
  • CoStar Group
  • Coinbase
  • Comcast
  • Commonwealth Bank of Australia
  • Community Health Network
  • Crédit Agricole Bank Polska
  • DBS Bank
  • DOMCURA
  • DPD Belgium
  • DPD Deutschland
  • DPD UK
  • DZ BANK AG
  • DailyPay
  • Day Knight & Associates
  • Definity
  • Delaware County
  • Delta Air Lines
  • Department for Work and Pensions
  • Department of Information and Communications Technology (DICT)
  • Deutsche Bank
  • Deutsche Telekom
  • Digital India BHASHINI Division
  • Discover Financial Services
  • Discovery Bank
  • DoorDash
  • Driver and Vehicle Licensing Agency
  • Dubai Electricity and Water Authority
  • Dubai Police
  • EDF
  • Ecclesia Group
  • Eedi
  • Elevance Health
  • Elon University
  • Encova Insurance
  • Equity Bank Kenya
  • Equity Residential
  • Estonian Information System Authority (RIA)
  • Etihad Airways
  • Etisalat
  • European Commission
  • Evri
  • Fanatics
  • Federal Emergency Management Agency
  • Federal Student Aid (U.S. Department of Education)
  • Federal Trade Commission
  • Figure
  • Financial Times
  • First National Bank
  • Forbes
  • Foreign, Commonwealth and Development Office
  • Foundry
  • Fred Anderson Toyota
  • GHT Hotels
  • Galt Police Department
  • Gelato
  • Gemeente Nissewaard
  • Gemeente Tilburg
  • General Insurance Association of Singapore
  • General Motors
  • Georgia State University
  • Ghana National Disaster Management Organisation
  • GitHub
  • GoHealth
  • GoldOller
  • Good Shepherd Rehabilitation Network
  • Government Digital Service
  • Government of the City of Buenos Aires
  • Great Southern Bank
  • H&R Block
  • HM Revenue and Customs
  • HSBC
  • HYPE
  • Hamilton County Schools
  • Harvard College
  • Harvard University
  • Health Resources and Services Administration
  • Hemominas
  • Heritage Insurance Holdings
  • HexClad
  • Hippo
  • Hiscox
  • Holland America Line
  • Honda
  • Howard Brown Health
  • Hyundai Card
  • ING
  • Indian Railway Catering and Tourism Corporation (IRCTC)
  • Ingka Group
  • Insurance Australia Group
  • Internal Revenue Service
  • Irish Life
  • JPMorgan Chase
  • JetBlue
  • Jordan Ahli Bank
  • KB Kookmin Card
  • KBC
  • KDDI
  • Kenya Power
  • Kenya Revenue Authority
  • Klarna
  • Kotak Mahindra Bank
  • L'Oréal
  • LAQO
  • Landmark Properties
  • Lantower Residential
  • Leeds City Council
  • Lemonade
  • Lloyds Banking Group
  • Loadsure
  • Loft
  • London Borough of Barnet
  • Lowe's
  • Lufthansa Group
  • Lumen Technologies
  • M-DAQ Global
  • MOGUL.sg
  • Macquarie Bank
  • Madrid Destino
  • Magyar Telekom
  • Majid Al Futtaim
  • Majid Al Futtaim Retail
  • Mapbox
  • Maroone Auto Group
  • Marriott International
  • Mastercard
  • Mattel
  • Mercedes-Benz Group
  • Mid and South Essex NHS Foundation Trust
  • Ministry of Digital Transformation of Ukraine (Diia)
  • Ministério da Gestão e da Inovação em Serviços Públicos (MGI)
  • Mobily
  • Montgomery County Government
  • Morgan Stanley
  • Muleshoe Independent School District
  • Murfreesboro Nissan
  • Museo Miraflores
  • N26
  • NJ Transit
  • NYU Langone Health
  • NatWest Group
  • National Gallery Singapore
  • Nationwide Building Society
  • Newcastle City Council
  • Newrez
  • Next
  • Nomad eSIM
  • Nordea
  • North Carolina Central University
  • North Kansas City Hospital
  • Nsure.com
  • Nuuly
  • OCBC
  • OTE Group
  • OTP Bank Romania
  • Obvi
  • Octopus Energy
  • Ohio Mutual Insurance Group
  • Olympus Property
  • Omoda
  • OneTouch Direct
  • Ooredoo Qatar
  • Open Network Exchange (ONE)
  • Openreach
  • Oper Credits
  • Oportun
  • Oracle NetSuite
  • Orange France
  • Orange Slovakia
  • Oxford Companies
  • PIMCO
  • PKO Bank Polski
  • PLDT
  • Pacific Gas and Electric Company
  • Pacira BioSciences
  • Paragon Honda
  • PayPal
  • Pegasus Airlines
  • Pick n Pay
  • Port Authority of New York and New Jersey
  • Porto Seguro
  • PostNL
  • Poste Italiane
  • Priceline
  • Progressive
  • Qatar Islamic Bank
  • Quilter
  • REA Group
  • RPM Living
  • Raiffeisen Bank International AG
  • Rail Delivery Group
  • Rappler
  • Realtor.com
  • Redfin
  • Regnology
  • Reid Health
  • Reliance Jio
  • Renault
  • Revolut
  • Rightmove
  • Rio de Janeiro City Data Office (Escritório de Dados)
  • Rivian
  • Rocket Mortgage
  • Royal Bank of Canada
  • Région Provence-Alpes-Côte d'Azur (Région Sud)
  • SBF Group
  • SEB
  • SIGNAL IDUNA
  • SK Telecom
  • SRG Residential
  • SS&C Technologies
  • Safe Rate
  • SameDay Auto Finance
  • Schweizerische Bundesbahnen (SBB)
  • Sheffield Children's NHS Foundation Trust
  • Singapore Airlines
  • Singtel
  • Skatteverket
  • Smallpdf
  • SoFi
  • SoftBank Corp.
  • Southwest Recovery Services
  • Spokane Public Schools
  • Stanford Health Care
  • Starling Bank
  • Stellantis
  • Sun & Ski Sports
  • Sun Life
  • T-Mobile
  • TIME
  • Telefónica España
  • Telenet
  • Telkomsel
  • Telstra
  • The Beard Club
  • The Home Depot
  • The Master Trust Bank of Japan
  • The Washington Post
  • The Wendy's Company
  • Together Credit Union
  • Transport for All
  • Transportation Security Administration
  • Travelers
  • Trip.com
  • TruGreen
  • Truist Financial Corporation
  • Turing
  • U.S. Bank
  • U.S. Customs and Border Protection
  • U.S. Department of Housing and Urban Development
  • U.S. Department of State (Bureau of Consular Affairs)
  • U.S. Department of Veterans Affairs
  • U.S. National Science Foundation
  • U.S. Social Security Administration
  • UBS
  • UC San Diego Health
  • UW Health
  • Ulta Beauty
  • United Airlines
  • United Rentals
  • University Hospitals Coventry and Warwickshire NHS Trust
  • University of Maryland Eastern Shore
  • University of South Alabama
  • University of Utah
  • University of West Florida
  • Vanguard
  • Verizon
  • Vietcombank
  • Village Toyota
  • Virgin Media O2
  • Virginia Commonwealth University
  • Visa
  • VitalityHealth
  • Vivid Seats
  • Vocational Education Sector, Ministry of Education, Higher Education and Vocational Education (Sri Lanka)
  • Vodacom
  • Vodafone
  • Vodafone Business
  • Vodafone Germany
  • Vodafone UK
  • Volkswagen
  • Walmart
  • Washburn University
  • Waterdrop
  • WellSpan Health
  • Wells Fargo
  • Westpac
  • WinnCompanies
  • Woolworths Group
  • Wordtune (AI21 Labs)
  • World Bank
  • Yes Bank
  • YoungWilliams
  • Yves Rocher
  • Zain Jordan
  • Zakat, Tax and Customs Authority (ZATCA)
  • Zalando
  • Zenith Bank
  • Zillow
  • Zillow Group
  • Zurich Insurance (Hong Kong)
  • Zurich Insurance Group
  • idealista
  • monday.com
  • nbn
  • Česká spořitelna