AI pattern
The most documented voice agent use cases are first line contact center, citizen information assistant and account and card servicing, across 367 public deployments by 351 organizations. An AI agent that speaks and listens on the phone or another voice channel, with streaming speech recognition and synthesis.
Ranked by the number of organizations with a public deployment, as of 11 November 2026.
An AI first line contact center agent answers inbound customer contact on phone, chat and messaging, resolving general and routine questions end to end in the customer's own language.
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.
An AI account and card servicing agent is an AI agent that resolves routine banking account and card requests for customers, end to end.
An AI leasing and resident service agent answers rental prospects and residents by chat, text, email and phone for a property manager.
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.
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.
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.
A tax questions and filing assistant is an AI assistant that answers taxpayers' questions about taxes, deadlines, refunds and payments.
A digital human guide is an AI agent with a lifelike face and voice that answers a bank's or insurer's product and service questions and passes complex cases to staff.
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.
351 organizations in 60 countries run these use cases in public. 58% of those 367 deployments disclose a measurable outcome.
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.
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.
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.
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.
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.
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.
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 recognizes signs of hardship or vulnerability so those customers go straight to a trained person.
An AI agent for EV charging driver support answers the phone, chat and email contacts of drivers who cannot start or finish a charging session. It identifies the charger and session, checks its status in the charge point management system, runs remote actions such as ending a session, releasing a cable lock or resetting the charger, and hands the case to a person when the fault needs one.
An AI first line contact center 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.
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.
An AI flight disruption and rebooking agent tells airline passengers proactively when their flight is delayed, canceled 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.
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.
An inbound lead qualification agent is an AI agent that engages inbound prospects the moment they arrive, qualifies them and books a meeting or hands them to the right salesperson. It works on the website, chat, messaging or the sales phone line, answers their first questions, qualifies against the organization's criteria, and writes the conversation context into the CRM so the salesperson receives a ready conversation.
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.
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.
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.
An AI post discharge follow up agent phones patients after discharge or a procedure, asks clinician approved questions about their recovery and flags anyone who needs a clinical review. Nurses and doctors read the call reports and call back the flagged patients, so routine check ins no longer take clinical time for every patient.
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.
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.
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.
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.
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.
A travel insurance claims and assistance agent is an AI agent that helps insured travelers 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 travelers upload, settles simple claims within set limits, and connects medical emergencies and complex cases to the assistance team at once.
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.
Travel and hospitality
An airport passenger assistant is AI that answers travelers' questions about flights, gates, shops and services, and gives directions, on kiosks, holograms, apps and messaging in their own language. It answers from live airport data and a map of the terminal, and connects the traveler to a staff member when it cannot help.
Deployments: 9 public, best grade B
Reported customer satisfaction: 85% (Flughafen Berlin Brandenburg GmbH, vendor claim)
Government and public sector
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
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: 35 public, best grade A
Reported customer satisfaction: 50% (Montgomery County Government, vendor claim)
Healthcare
A hospital lobby assistant is a kiosk, tablet or avatar screen in the entrance hall that patients and visitors talk to. It answers questions about doctors, clinics and services in their own language, points a described symptom to the right specialty, and gives directions to the ward or room. It does not diagnose, and urgent cases should go to staff.
Deployments: 3 public, best grade B
Autonomy: Supervised agent
Banking, Payments and cards
A conversational money transfer assistant is an AI in a bank's app that turns a spoken or typed request into a transfer or bill payment. It works out who the money goes to from a name, a saved contact or an image, checks the amount against limits, and sends the payment over the bank's own rails under the authentication and fraud checks the bank applies in its app.
Deployments: 8 public, best grade B
Reported cycle time reduction: up to 60% (Nubank, organization claim)
Banking, Real estate
A mortgage servicing borrower assistant is a voice or chat agent that answers a homeowner's questions about an existing mortgage and handles routine requests, for mortgage servicers and banks. It covers topics such as payments, autopay, escrow, tax forms, loan transfers and general forbearance information, can place routine outbound servicing calls, and passes hardship, disputes and other sensitive cases to a servicing specialist with the conversation attached.
Deployments: 3 public, best grade B
Reported containment rate: 75% (Cenlar FSB, vendor claim)
Government and public sector
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: 11 public, best grade A
Reported contact deflection: 80% (Agencia Estatal de Administración Tributaria (AEAT), vendor claim)
Telecommunications
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: 11 public, best grade B
Reported conversion uplift: 75% (Telenet, vendor claim)
Banking, Insurance
A digital human guide is an AI agent with a lifelike face and voice that answers a bank's or insurer's product and service questions and passes complex cases to staff. It appears on a website, in an app, on a kiosk or on a screen in an advisor meeting, speaks with the customer in real time and answers from the institution's approved content.
Deployments: 10 public, best grade B
Reported accuracy: 94.5% (Ajman Bank, vendor claim)
Government and public sector
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)
Banking, Real estate
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: 7 public, best grade B
Autonomy: Supervised agent
Cross industry, Banking
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)
Banking, Payments and cards
Scam payment interception is AI that talks to a customer who is about to authorize 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)
Travel and hospitality, Media and entertainment
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: 13 public, best grade B
Autonomy: Autonomous
Automotive
A dealership inbound call agent is an AI voice agent that answers the phone line of a car or motorcycle dealer, books and reschedules service appointments in the scheduling system, answers status and parts questions, and routes sales leads to the right person with context. It covers overflow and after hours calls that would otherwise reach voicemail.
Deployments: 2 public, best grade C
Autonomy: Supervised agent
Travel and hospitality
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: 6 public, best grade B
Median containment rate: 90% (3 deployments)
Logistics and transportation
An AI voice agent for freight carrier calls answers inbound calls from carriers and drivers and makes outbound ones for a broker, shipper or logistics provider. It presents load details, negotiates a rate within limits, vets the carrier, confirms bookings, chases transport status and schedules dock appointments, writing every result back into the transport management system.
Deployments: 3 public, best grade C
Reported automation rate: 18% (Circle Logistics, vendor claim)
Insurance
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: 5 public, best grade B
Reported conversion uplift: 4x (Tuio, organization claim)
Banking
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: 6 public, best grade B
Autonomy: Supervised agent
Automotive
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: 9 public, best grade B
Autonomy: Autonomous
Computed from the 367 public deployments behind these use cases. Numbers update with every checked record.
| KPI | Median | Reported range | Data points | Claimed by |
|---|---|---|---|---|
| Containment rate | 68.5% | 20% to 96% Not pooled: up to 88.5% | 42plus 1 up to | 17 organization, 25 vendor |
| Customer satisfaction | 85% | 44% to 98% | 13 | 4 organization, 9 vendor |
| Contact deflection | 50% | 5.6% to 80% Not pooled: up to 25%, up to 12% | 9plus 2 up to | 7 organization, 2 vendor |
| Accuracy | 86.5% | 76% to 99.5% | 8 | 5 organization, 3 vendor |
| Conversion uplift | 21% vendor reported | 15% to 75% | 7 | 7 vendor |
| Response time reduction | 84.5% | 33% to 99.5% | 6 | 2 organization, 4 vendor |
