AI pattern

Conversational agent use cases

An AI agent that holds a text conversation with customers or staff and completes tasks through connected systems.

Use cases
76
Deployments
435
Organizations
392
Outcome disclosed
58%

76 Conversational agent use cases

392 organizations in 52 countries run these use cases in public. 58% of those 435 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
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
Cross industryTechnology and software

AI agent for inbound lead qualification and meeting booking

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.

Deployments
8 public, best grade C
Median conversion uplift, vendor reported
19%
3 deployments
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
Cross industryBanking

AI agent for IT service desk resolution

An AI agent for IT service desk resolution takes the high volume IT support queue, resolves common requests and hands the rest to the right resolver group. It runs in Microsoft Teams, Slack or the intranet, covers requests such as password and MFA resets, account unlocks, VPN, device and software requests, and acts in the identity and IT service management systems, attaching the context when it hands a request on.

Deployments
9 public, best grade B
Median employee adoption
90%
3 deployments
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
BankingPayments and cards

AI agent for SME financial admin and cash management

An SME financial admin agent is an AI agent built into a small business account that turns a natural language request or an uploaded document into a prepared financial action. That action can be a bank transfer, a client invoice, a payroll run or an answer about cash position, and the business owner reviews and approves it before anything is sent or money moves.

Deployments
3 public, best grade B
Reported cycle time reduction
2x
Qonto, vendor claim
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
Cross industryGovernment and public sector

AI assistant for employee onboarding

An employee onboarding assistant is AI that guides each new employee from signed contract through their first months on the job. It answers first week questions in plain language, tracks the personal onboarding checklist, triggers the paperwork, equipment, access and training steps in the systems that own them, and keeps the manager and HR informed of what is still open.

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

AI assistant for HR and policy questions

An HR and policy assistant is an employee self service assistant that answers HR and policy questions from the organization's own HR documents and starts simple HR transactions. It covers leave, pay and tax forms, benefits, expenses, travel and conduct policies, personalizes answers to the employee's country and role, and starts transactions such as leave requests or employment letters in the HR system.

Deployments
7 public, best grade B
Median employee adoption
86%
4 deployments
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
BankingCross industry

AI cash flow forecasting for corporate treasury

AI cash flow forecasting for corporate treasury is machine learning that categorises a company's cash flows and forecasts its cash positions across accounts and currencies for the treasury team. Conversational analytics can sit on top of it. Some banks offer it inside their cash management platforms, where it also answers treasurers' questions in plain language, so the team decides on funding and idle balances with better information and less spreadsheet work.

Deployments
7 public, best grade B
Reported productivity gain
about 90%
JPMorgan Chase, organization claim
Banking

AI cash flow underwriting for small business loans

SME cash flow underwriting is an underwriting engine that assesses a small business's repayment capacity from live bank transactions and payment flows, instead of audited accounts, for lenders. It also draws on point of sale data, receivables and accounting data, and returns a decision recommendation with the evidence and reasons behind it.

Deployments
7 public, best grade B
Autonomy
Supervised agent
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
ManufacturingAutomotive

AI copilot for plant operators and maintenance technicians

A plant operator and maintenance copilot is a generative AI assistant for the people who run and repair machines in plants, workshops and service centres. It answers fault and procedure questions from equipment manuals, fault reports, shift logs and live machine data, in the technician's language, with links to the sources, so faults are diagnosed faster and expert knowledge is not lost when experienced staff retire.

Deployments
5 public, best grade B
Reported accuracy
at least 90%
Daikin Industries, organization claim
BankingPayments and cards

AI credit scoring with alternative data for thin file applicants

Alternative data credit scoring is a machine learning model that adds consumer permissioned data to credit bureau data, so a lender can assess applicants with thin or no credit files. The alternative data includes bank account cash flow, rent, utility and telco payments or ecosystem data, and the model returns a decision with specific reasons.

Deployments
8 public, best grade B
Reported automation rate
at least 90%
Upstart Holdings, organization claim
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
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
Government and public sector

AI for immigration and visa applications, from applicant questions to case preparation

An immigration and visa application assistant is AI that helps applicants understand visa requirements and submit complete applications, and helps immigration staff prepare cases. It extracts form data, classifies evidence, routes applications and supports interviews, while every grant or refusal is decided by an officer against the immigration rules.

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

AI for permit and licence application processing

Permit and licence application processing is AI that helps applicants submit complete applications and helps officers process them. It answers questions about requirements, checks applications for missing or inconsistent information, pulls the relevant policies, history and constraints, and drafts reports, while the grant or refusal stays with a named officer or a published rule.

Deployments
7 public, best grade B
Reported accuracy
at least 85%
Leeds City Council, organization claim
Pharma and life sciencesGovernment and public sector

AI for pharmacovigilance adverse event case intake

AI for pharmacovigilance adverse event case intake is AI that takes in adverse event reports about medicines, vaccines and devices for drug safety teams. It receives reports from calls, emails, forms, literature and partner files, decides whether each is a valid case, flags seriousness, extracts and codes the case data into the safety database format, and routes it to drug safety professionals, who review medical content and regulatory reporting.

Deployments
7 public, best grade B
Reported accuracy
up to 90%
Boehringer Ingelheim, vendor claim
Cross industryGovernment and public sector

AI for recruitment screening and interview scheduling

Recruitment screening and scheduling is AI that answers candidates' questions, collects applications in conversation and books interview slots for a recruiter to review. Where the organization chooses, it also assesses applications against the job requirements, but the recruiter makes every selection decision. In the EU, the screening part is a high risk AI system under Annex III point 4 of the AI Act.

Deployments
8 public, best grade B
Reported cycle time reduction
about 90%
Mastercard, organization claim
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
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
Banking

AI orchestration of corporate account opening and channel setup

AI corporate account onboarding orchestration runs the operational setup of a corporate client after due diligence is approved, turning manual work between teams into a tracked, guided flow. It reads mandates, board resolutions and signatory documents, prepares accounts, users, roles and payment entitlements for approval, configures channel access, and chases outstanding items with the client.

Deployments
4 public, best grade B
Reported cycle time reduction
about 80%
Citi, organization claim
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 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
Government and public sector

AI self help assistant for self represented litigants and legal aid clients

A legal aid self help assistant is a conversational AI that answers general questions about the law and the court process in plain language for people without a lawyer. A legal aid organisation or court runs it for people facing a legal problem such as an eviction, a custody dispute or a debt claim; it points to the right form or self help resource and refers anything needing a lawyer's judgment or a specific case answer to a human, without ever telling the person what to do in their own case.

Deployments
2 public, best grade B
Reported customer satisfaction
at least 80%
People's Law School, organization claim
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 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
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

Governed text to SQL analytics assistant

A governed text to SQL analytics assistant turns a business user's plain language question into a query against governed data. It runs the query under that user's own data permissions and returns the table or chart together with the SQL and the tables used, so routine ad hoc questions no longer queue for the data team.

Deployments
6 public, best grade B
Autonomy
Assist

What the evidence says

Computed from the 435 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across Conversational agent use cases
KPIMedianReported rangeData pointsClaimed by
Containment rate57%
20% to 99.6%
Not pooled: up to 88.5%
27plus 1 up to11 organization, 16 vendor
Automation rate88%
30% to 97%
Not pooled: up to 70%, up to 50%
9plus 2 up to4 organization, 5 vendor
Accuracy90%
76% to 97%
Not pooled: up to 90%
9plus 1 up to5 organization, 4 vendor
Conversion uplift18%
-67% to 75%
91 organization, 8 vendor
Contact deflection25%
5.6% to 80%
86 organization, 2 vendor
Employee adoption86%
70% to 99%
84 organization, 4 vendor
Deployments by stage
  • Announced
    20
  • Pilot
    41
  • Production
    242
  • Scaled
    129
  • Paused or rolled back
    3
Public deployments by region
  • North America
    194
  • Europe
    115
  • Asia Pacific
    63
  • Global
    26
  • Middle East
    18
  • Africa
    11
  • Latin America
    8

Organizations with a public deployment

  • 7-Eleven Vietnam
  • 8x8
  • ABN AMRO
  • Absa Bank
  • Absa Group
  • Abu Dhabi Commercial Bank (ADCB)
  • Abu Dhabi Government (TAMM)
  • Adelphi University
  • Advanced Info Service (AIS)
  • Aftonbladet
  • Agencia Estatal de Administración Tributaria (AEAT)
  • Air Canada
  • Air India
  • AirAsia
  • Airbnb
  • AkzoNobel
  • Albo
  • All Nippon Airways
  • Allianz Partners
  • Amazon
  • American Addiction Centers
  • Amtrak
  • Anaconda
  • Ant International
  • Aramex
  • Art Basel
  • Asiacell
  • Asset Living
  • Atlanticus
  • Attijariwafa bank
  • Auburn University
  • Audibel
  • Austin Peay State University
  • Australian Taxation Office
  • AutoCamp
  • AvalonBay Communities
  • Avenue5 Residential
  • Aydem Energy
  • BARK
  • BBVA México
  • BMW Group
  • 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
  • Bayer
  • Best Buy
  • Better.com
  • BillGO
  • Block, Inc.
  • Bloomberg Connects
  • Bob Rohrman Kia
  • Boehringer Ingelheim
  • Booking.com
  • Bouygues Telecom
  • Bristol Myers Squibb
  • Broadcom
  • Brockton Public Schools
  • Bundesagentur für Arbeit
  • CAF Management
  • CIMB Niaga
  • CWT
  • Calix
  • Canada Revenue Agency
  • Capital A Berhad (AirAsia Group)
  • Capital One
  • CarMax
  • Carrefour
  • Cathay Financial Holdings
  • Change Please
  • Chase
  • Chicago Transit Authority
  • China Merchants Bank
  • China Unicom Sichuan
  • Chipotle Mexican Grill
  • Choreo
  • Chronopost
  • CircleCI
  • Citi
  • City of Helsinki
  • City of Kelowna
  • City of New York
  • ClearTax
  • CoStar Group
  • Coinbase
  • Comcast
  • Commonwealth Bank of Australia
  • DBS Bank
  • DOMCURA
  • DPD Belgium
  • DPD Deutschland
  • DPD UK
  • DZ BANK AG
  • Daikin Industries
  • Day Knight & Associates
  • Delaware County
  • Delta Air Lines
  • Demandbase
  • Department for Work and Pensions
  • Department of Information and Communications Technology (DICT)
  • Deriv
  • Deutsche Bank
  • Deutsche Telekom
  • Digital India BHASHINI Division
  • Discover Financial Services
  • Domino's Pizza
  • Driver and Vehicle Licensing Agency
  • Dubai Electricity and Water Authority
  • Dubai Police
  • EDF
  • Eedi
  • Elon University
  • Emirates NBD
  • Equinix
  • Equity Bank Kenya
  • Equity Residential
  • Estonian Information System Authority (RIA)
  • Etihad Airways
  • Etisalat
  • European Commission
  • Evri
  • Federal Emergency Management Agency
  • Federal Student Aid (U.S. Department of Education)
  • Figure
  • Financial Times
  • Fora Financial
  • Forbes
  • Foreign, Commonwealth and Development Office
  • Foundry
  • Fred Anderson Toyota
  • GHT Hotels
  • GXS Bank
  • Galt Police Department
  • Gemeente Druten
  • Gemeente Nissewaard
  • Gemeente Tilburg
  • General Insurance Association of Singapore
  • General Motors
  • Georgia State University
  • Georgia-Pacific
  • Ghana National Disaster Management Organisation
  • Global Affairs Canada
  • GoHealth
  • Gojob
  • GoldOller
  • Golden 1 Credit Union
  • Good Shepherd Rehabilitation Network
  • Government Digital Service
  • Government of the City of Buenos Aires
  • H&R Block
  • HM Revenue and Customs
  • HSBC
  • Hamilton County Schools
  • Harvard College
  • Harvard University
  • Hearst
  • Hemominas
  • Heritage Insurance Holdings
  • Hippo
  • Hiscox
  • Holland America Line
  • Home Office (Visa, Status and Information Services)
  • Honda
  • Howard Brown Health
  • Husqvarna
  • Hyundai Card
  • IBM
  • ING
  • Indian Railway Catering and Tourism Corporation (IRCTC)
  • Ingka Group
  • Insurance Australia Group
  • Intellectual Property Office
  • Internal Revenue Service
  • Intesa Sanpaolo
  • JPMorgan Chase
  • JetBlue
  • Jordan Ahli Bank
  • KB Kookmin Card
  • KBC
  • KPMG
  • Kapitus
  • Kenya Power
  • Kenya Revenue Authority
  • Klarna
  • Kotak Mahindra Bank
  • LAQO
  • Landmark Properties
  • Lantower Residential
  • Leeds City Council
  • Legal Aid of North Carolina
  • Lemonade
  • LinkedIn
  • Lloyds Banking Group
  • Loft
  • London Borough of Barnet
  • Lowe's
  • Lufthansa Group
  • Lumen Technologies
  • M-DAQ Global
  • MOGUL.sg
  • MYbank
  • Macquarie Bank
  • Madrid Destino
  • Magyar Telekom
  • Mahindra Finance
  • Majid Al Futtaim
  • Mapbox
  • Maroone Auto Group
  • Marriott International
  • Mastercard
  • Mercari US
  • Mercedes-Benz Group
  • Mercury
  • 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
  • NJ Transit
  • NatWest Group
  • National Australia Bank
  • National Gallery Singapore
  • National Renewable Energy Laboratory
  • Newcastle City Council
  • Newrez
  • Next
  • Nordea
  • North Carolina Central University
  • North Kansas City Hospital
  • Nsure.com
  • Nuuly
  • OCBC
  • OCBC Bank
  • OTE Group
  • OTP Bank Romania
  • OakNorth Bank
  • Octopus Energy
  • Ohio Mutual Insurance Group
  • Olympus Property
  • Omoda
  • OneTouch Direct
  • Ooredoo Qatar
  • Openreach
  • Oper Credits
  • Oracle NetSuite
  • Orange France
  • Orange Slovakia
  • Oxford Companies
  • PIMCO
  • PLDT
  • Pacific Gas and Electric Company
  • Pacira BioSciences
  • Paragon Honda
  • Patelco Credit Union
  • PayPal
  • Pegasus Airlines
  • People's Law School
  • Pfizer
  • Pick n Pay
  • PostNL
  • Poste Italiane
  • Priceline
  • Progressive
  • Prysmian
  • Qatar Islamic Bank
  • Qonto
  • REA Group
  • RPM Living
  • Raiffeisen Bank International AG
  • Rappler
  • Realtor.com
  • Redfin
  • Reid Health
  • Reliance Jio
  • Renault
  • Revolut
  • Rightmove
  • Rio de Janeiro City Data Office (Escritório de Dados)
  • Rocket Mortgage
  • Royal Bank of Canada
  • Région Provence-Alpes-Côte d'Azur (Région Sud)
  • SIGNAL IDUNA
  • SRG Residential
  • SUSE
  • Safe Rate
  • SameDay Auto Finance
  • Sanofi
  • Schweizerische Bundesbahnen (SBB)
  • Sheffield Children's NHS Foundation Trust
  • Singtel
  • Skatteverket
  • SoftBank Corp.
  • Southwest Recovery Services
  • Spokane Public Schools
  • Standard Chartered
  • Starling Bank
  • Stellantis
  • Sumitomo Mitsui Banking Corporation
  • Sun & Ski Sports
  • Sun Life
  • T-Mobile
  • TAB Bank
  • TIME
  • Tata Realty and Infrastructure Limited
  • Telefónica España
  • Telenet
  • Telkomsel
  • Textron Aviation
  • The Home Depot
  • The Washington Post
  • Together Credit Union
  • Trace3
  • Travelers
  • Trip.com
  • Truist Financial Corporation
  • Turing
  • U.S. Bank
  • U.S. Citizenship and Immigration Services
  • U.S. Customs and Border Protection
  • U.S. Department of Agriculture
  • U.S. Department of State (Bureau of Consular Affairs)
  • U.S. Department of Veterans Affairs
  • U.S. Fish and Wildlife Service
  • U.S. Food and Drug Administration
  • U.S. Food and Drug Administration, Center for Drug Evaluation and Research
  • U.S. Geological Survey
  • U.S. Immigration and Customs Enforcement
  • UBS
  • Uber Technologies
  • Ulta Beauty
  • Unisys
  • 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
  • Upstart Holdings
  • Upstart Network
  • Vanguard
  • Verizon
  • Vietcombank
  • Village Toyota
  • Virgin Media O2
  • Virginia Commonwealth University
  • Visa
  • Vituity
  • 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
  • Walter's Automotive Group
  • Washburn University
  • Waterdrop
  • WellSpan Health
  • Wells Fargo
  • West Berkshire Council
  • Westpac
  • WinnCompanies
  • Woolworths Group
  • World Bank
  • Yes Bank
  • YoungWilliams
  • 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
  • ČSOB
  • Česká spořitelna