AI pattern

Classification and routing use cases

The most documented classification and routing use cases are first line contact center, citizen information assistant and intelligent document processing, across 758 public deployments by 674 organizations. Understanding what a message, case or transaction is about and sending it to the right queue, team or process.

Use cases
103
Deployments
758
Organizations
674
Outcome disclosed
64%

The 10 most common classification and routing use cases

Ranked by the number of organizations with a public deployment, as of 11 November 2026.

  1. 1
    AI agent for first line contact center service

    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.

    92 organizations
    55% median containment rate
    19 deployments
  2. 2
    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.

    35 organizations
    50% customer satisfaction
    one deployment, vendor claim
  3. 3
    AI document intelligence for unstructured forms and documents

    Intelligent document processing is AI that takes documents in any format, such as scanned forms, PDFs, photos, emails and handwritten notes, and splits, classifies and extracts the required fields.

    15 organizations
    75% median cycle time reduction
    7 deployments
  4. 4
    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.

    14 organizations
    66% median containment rate
    4 deployments
  5. 5
    AI video analytics and screening for physical security

    Physical security video analytics is AI that watches camera feeds or walk through sensors at a site and flags a likely weapon, intrusion or theft.

    13 organizations
    at least 90% search time reduction
    one deployment, vendor claim
  6. 6
    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.

    12 organizations
    28% contact deflection
    one deployment, vendor claim
  7. 7
    AI for claims triage and straight through processing

    Claims triage and straight through processing is AI that reads each new insurance claim and its documents and scores its complexity, cover questions, fraud and recovery signals.

    12 organizations
    about 55% automation rate
    one deployment, organization claim
  8. 8
    AI for insurance claims fraud detection

    Claims fraud detection is AI that scores every insurance claim for fraud from first notice of loss onwards, combining claim, policy, document, image and network data.

    12 organizations
  9. 9
    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.

    12 organizations
    91% accuracy
    one deployment, vendor claim
  10. 10
    AI income and document verification for mortgage underwriting

    AI income and document verification is software that classifies a mortgage application's documents and calculates the borrower's qualifying income for underwriters.

    12 organizations
    78.5% median handling time reduction
    4 deployments, vendor reported

103 Classification and routing use cases

674 organizations in 67 countries run these use cases in public. 64% of those 758 deployments disclose a measurable outcome.

Telecommunications

Agentic AI for autonomous, intent based network operations

Autonomous network operations use AI agents that run closed loops over a telecom network, taking an intent from the operator and acting to meet it. For example, given a latency or availability target, the agents observe the network, diagnose deviations and execute corrective actions across radio, transport and core, within guardrails set by engineers and with human approval for major changes.

Deployments
12 public, best grade B
Reported automation rate
at least 99.9%
stc group, organization claim
Media and entertainment

AI agent for automated sports highlights and clipping

An AI agent for sports highlights and clipping watches a live sports broadcast and detects key moments such as goals, saves or penalties as they happen. It automatically extracts and reformats a clip and puts it in front of an editor to review and publish, instead of a person watching every feed and clipping moments by hand.

Deployments
5 public, best grade B
Autonomy
Copilot
Cross industryLogistics and transportation

AI agent for B2B sales order capture from email, WhatsApp and PDF

A B2B sales order capture agent is AI that reads customer orders arriving by email, WhatsApp, voicemail, PDF or fax and turns them into sales orders in the ERP. Staff review the exceptions it flags instead of retyping every line.

Deployments
6 public, best grade C
Median cycle time reduction, vendor reported
90%
4 deployments
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
8 public, best grade B
Reported time saved per task
about 7 minutes
Yorkshire Building Society, vendor claim
Cross industryTechnology and software

AI agent for data quality monitoring and observability

AI data quality monitoring is an AI agent that watches data pipelines and tables continuously and flags anomalies before they reach a dashboard or a downstream model. It uses machine learning to learn the normal pattern of freshness, volume, schema and distribution for each one, and traces the lineage back to the change that caused an anomaly so an engineer can fix the source and not only treat the symptom.

Deployments
8 public, best grade C
Median time to repair reduction, vendor reported
20%
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 recognizes signs of hardship or vulnerability so those customers go straight to a trained person.

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

AI agent for first line contact center service

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.

Deployments
95 public, best grade A
Median containment rate
55%
19 deployments, 1 "up to" value left out
BankingPayments and cards

AI agent for fraud alert triage

AI fraud alert triage is an AI agent that works a fraud alert queue behind the scenes as an analyst's first pass, without contacting the customer. It enriches each alert with customer, device and payment context, closes clear false positives under documented rules, merges duplicates, and routes genuine risk to an analyst with a drafted rationale.

Deployments
5 public, best grade C
Reported false positive reduction
at least 50%
Kinecta Federal Credit Union, vendor claim
Cross industryTechnology and software

AI agent for identity and access review and certification

An AI agent that runs user access reviews, flags entitlements that differ from peers in similar roles, and leaves only the exceptions for a human reviewer. It pulls entitlement data from every connected application, scores each grant against the peer profile, groups or pre approves low risk, expected access, and keeps an audit ready record of every decision.

Deployments
5 public, best grade C
Reported cycle time reduction
75%
Sprout Social, vendor 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
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
14 public, best grade B
Median containment rate
66%
4 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
2 public, best grade B
Autonomy
Supervised agent
Healthcare

AI agent for outbound post discharge and recovery follow up calls

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.

Deployments
5 public, best grade B
Reported accuracy
99.5%
Oxford University Hospitals NHS Foundation Trust, organization claim
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
9 public, best grade B
Median containment rate
85%
3 deployments
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
6 public, best grade B
Reported containment rate
about 60%
Schweizerische Bundesbahnen (SBB), organization claim
Cross industryPharma and life sciences

AI agent for travel and expense report audit

A travel and expense audit agent is an AI agent that checks every travel and expense report line against policy, for auditors. It checks receipts and prior submissions instead of a small manual sample, flags duplicates, altered receipts and policy violations with the evidence attached, and auto approves the clean majority so auditors spend their time on the reports that carry real risk.

Deployments
8 public, best grade C
Median automation rate, vendor reported
72%
3 deployments
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
35 public, best grade A
Reported customer satisfaction
50%
Montgomery County Government, vendor claim
Healthcare

AI assistant for hospital lobby questions, symptom routing and wayfinding

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
Wealth and asset managementBanking

AI assistant for investment suitability assessment and reports

A suitability assessment assistant is an AI assistant that checks whether a proposed product or portfolio fits a client's risk tolerance, objectives, knowledge, experience and financial situation. It checks this against the firm's rules, flags mismatches, and drafts the suitability rationale and report for the advisor to confirm, while hard rule failures are decided by deterministic checks, not by the model.

Deployments
2 public, best grade B
Autonomy
Copilot
BankingWealth and asset management

AI assistant for Shariah compliance screening and review

AI Shariah compliance screening is an AI assistant that checks Islamic financing contracts, deal structures and investments for Shariah compliance risks such as riba and gharar, for compliance teams. It also flags exposure to prohibited activities, retrieves the relevant standards and fatwas, and drafts the Shariah review documentation. The Shariah board keeps sole authority over any ruling.

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
12 public, best grade B
Reported contact deflection
28%
Empire State University, vendor claim
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
11 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

What the evidence says

Computed from the 758 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across Classification and routing use cases
KPIMedianReported rangeData pointsClaimed by
Cycle time reduction63.5%
7% to 97%
Not pooled: up to 70%, up to 70%
44plus 2 up to17 organization, 27 vendor
Accuracy91.5%
42% to 100%
Not pooled: up to 99%, up to 90%
34plus 2 up to18 organization, 16 vendor
Automation rate74%
25% to 99.9%
Not pooled: up to 70%
32plus 1 up to13 organization, 19 vendor
Containment rate57%
20% to 91%
Not pooled: up to 88.5%
29plus 1 up to13 organization, 16 vendor
Handling time reduction62%
23.3% to 97%
Not pooled: up to 85%, up to 67%, up to 50%, up to 5%
22plus 4 up to4 organization, 18 vendor
Productivity gain55%
20% to 336%
Not pooled: up to 90%, up to 87.5%
18plus 2 up to9 organization, 9 vendor
Deployments by stage
  • Announced
    31
  • Pilot
    49
  • Production
    507
  • Scaled
    167
  • Paused or rolled back
    4
Public deployments by region
  • North America
    330
  • Europe
    202
  • Asia Pacific
    73
  • Middle East
    70
  • Global
    40
  • Africa
    26
  • Latin America
    17

Organizations with a public deployment

  • 7-Eleven Vietnam
  • 8x8
  • A.P. Moller Maersk
  • ABN AMRO
  • AJ Bell
  • AMD
  • ANZ, HSBC and Lloyds Banking Group
  • AOK PLUS
  • AT&T
  • AXA Switzerland
  • AXIS Capital
  • Absa Group
  • Abu Dhabi Government (TAMM)
  • Acentra Health
  • Adelphi University
  • Administration for Children and Families
  • Admiral Seguros
  • Adorama
  • AdvanceCare
  • Advanced Info Service (AIS)
  • Adventist Health + Rideout
  • Advocate Health
  • Adyen
  • Affirm Holdings
  • Agencia Estatal de Administración Tributaria (AEAT)
  • Air Canada
  • Air India
  • AirAsia
  • Airbnb
  • Airbus
  • Airwallex
  • Aksigorta
  • AkzoNobel
  • Alizz Islamic Bank
  • Allegis Global Solutions
  • Allianz
  • Allianz Partners
  • Ally Financial
  • Alnylam Pharmaceuticals
  • Aman Bank
  • Amazon
  • Amen Bank
  • AmeriGas
  • American Federal Mortgage Corporation
  • American International Group
  • American National Insurance
  • Amtrak
  • Anaplan
  • Ancine
  • Ant International
  • ApolloMD
  • Arab Bank
  • Aramex
  • Asiacell
  • Assurance Maladie (Caisse nationale de l'Assurance Maladie, CNAM)
  • Assurant
  • At-Bay
  • Atlanta Legal Aid Society
  • AtlantaSanad Assurance
  • Attijariwafa bank
  • Auburn University
  • Austin Peay State University
  • Australian Broadcasting Corporation
  • Australian Taxation Office
  • Autura
  • Avanade
  • Azm
  • Aésio Mutuelle
  • BBVA México
  • BLS AG
  • BNP Paribas
  • BNY
  • BT Group
  • Backcountry
  • Banco Supervielle
  • Bangkok Hospital
  • Bank ABC
  • Bank Muscat
  • Bank Of Africa Group
  • Bank of America
  • Bank of the Philippine Islands
  • Banorte
  • Banque Misr
  • Batelco
  • Bausparkasse Schwäbisch Hall AG
  • Bay Area Legal Services
  • Bayer
  • Bell Canada
  • Bell Media
  • Bharti Airtel
  • Board of Governors of the Federal Reserve System
  • Bob Rohrman Kia
  • Boehringer Ingelheim
  • Booking.com
  • Boubyan Bank
  • Bouygues Telecom
  • Brex
  • Bristol Myers Squibb
  • British Gas
  • Broadcom
  • BruderhausDiakonie
  • Bryan Health
  • Bundesagentur für Arbeit
  • Bureau of Alcohol, Tobacco, Firearms and Explosives
  • CF Real Estate
  • CI Financial
  • CNA Financial
  • CURE Auto Insurance
  • CaixaBank
  • Cambridge City Council
  • Camden Property Trust
  • Canada Revenue Agency
  • Capital A Berhad (AirAsia Group)
  • CarMax
  • Cathay Pacific
  • Cedars-Sinai Medical Center
  • Centers for Disease Control and Prevention
  • Centers for Medicare and Medicaid Services
  • Central Agency for Organization and Administration (Egypt)
  • Central Bank
  • Central Insurance
  • Change Please
  • Charlotte-Mecklenburg Schools
  • Charter Hall
  • Chatroulette
  • Chelsea School District
  • Cherry Technologies
  • Chicago Transit Authority
  • Children's Healthcare of Atlanta
  • Children's Mercy Kansas City
  • China Mobile
  • China Unicom Sichuan
  • Chipotle Mexican Grill
  • Choozle
  • Chronopost
  • Citi
  • City of Amarillo
  • City of Helsinki
  • City of Kelowna
  • City of New York
  • CityFibre
  • ClearTax
  • Clearstream
  • Cleveland Clinic
  • Coalition
  • Coast
  • Coinbase
  • Colony Foods
  • Comcast
  • Commercial International Bank (CIB)
  • Commerzbank
  • Commodity Futures Trading Commission
  • Commonwealth Bank of Australia
  • Community Health Network
  • Condé Nast
  • Consumer Portfolio Services
  • Contentsquare
  • Controladoria-Geral da União (CGU)
  • Cornerstone OnDemand
  • Corte Constitucional de Colombia
  • Council of Health Insurance (Saudi Arabia)
  • Covéa
  • Cowbell
  • Crescent Bank
  • Crédit Agricole Bank Polska
  • Cymbiotika
  • DAMAC Properties
  • DATEV eG
  • DBS Bank (Hong Kong)
  • DHL Express
  • DNB
  • DPD Belgium
  • DPD Deutschland
  • DPD UK
  • DailyPay
  • Daman (The National Health Insurance Company)
  • Danske Bank
  • Databricks
  • Day Knight & Associates
  • Deephaven Mortgage
  • Demandbase
  • Department for Science, Innovation and Technology (Incubator for Artificial Intelligence)
  • Department for Transport
  • Department for Work and Pensions
  • Department of Climate Change, Energy, the Environment and Water (DCCEEW)
  • Department of Information and Communications Technology (DICT)
  • Desert Financial Credit Union
  • Deutsche Bank
  • Deutsche Kreditbank AG (DKB)
  • Deutsche Rentenversicherung Hessen
  • Deutsche Telekom
  • Digital Nasional Berhad
  • Direction Générale des Impôts (DGI), Morocco
  • Domino's Pizza
  • DoorDash
  • Dr Balmis General University Hospital
  • Driver and Vehicle Licensing Agency
  • Dubai Land Department (DLD)
  • Dubai Police
  • Duke University Hospital
  • Dukhan Bank
  • Duolingo
  • E.ON
  • E.ON Next
  • ETS
  • East Baton Rouge Parish Schools
  • Ecclesia Group
  • Educational Testing Service (ETS)
  • El Centro Regional Medical Center
  • Elanco
  • Elastic
  • Elemis
  • Elephant Insurance
  • Elevance Health
  • Emirates NBD
  • Empire State University
  • Encova Insurance
  • Equinix
  • Equity Bank Kenya
  • Essent
  • Estonian Information System Authority (RIA)
  • Etihad Airways
  • Etisalat Misr
  • Etsy
  • Euroclear
  • Evri
  • Expel
  • Express Employment Professionals
  • Fanatics
  • Fannie Mae
  • Federal Bank
  • Federal Deposit Insurance Corporation
  • Federal Housing Finance Agency
  • Federal Trade Commission
  • Financial Conduct Authority
  • Fingerpaint
  • Finnair
  • First Abu Dhabi Bank
  • First National Bank
  • First National Bank of Omaha (FNBO)
  • Foreign, Commonwealth and Development Office
  • Fox Sports
  • Freddie Mac
  • FreeWheel
  • Fugro
  • GAIL's Bakery
  • GNP Seguros
  • Gallagher Bassett
  • Galt Police Department
  • Gama Hospital
  • Gangnam-gu Office
  • Garanti BBVA
  • Gelato
  • Gemeente Tilburg
  • General Authority of Endowments, Qatar
  • General Directorate of Residency and Foreigners Affairs, Dubai
  • General Insurance Association of Singapore
  • Generali Global Corporate & Commercial
  • Georgetown University
  • Georgia State University
  • Ghana National Disaster Management Organisation
  • GitHub
  • Gjensidige
  • Gojob
  • Google
  • Government Digital Service
  • Government of the City of Buenos Aires
  • Great Southern Bank
  • Groupe Al Omrane
  • Gwinnett County Public Schools
  • H&R Block
  • HM Revenue and Customs
  • HSBC
  • HYPE
  • Harry Rosen
  • Harry's
  • Haventree Bank
  • Hawaii State Judiciary
  • Hearst
  • HexClad
  • Highmark Inc.
  • Highrise
  • Hippo Insurance Services
  • Hirschbach Motor Lines
  • Hiscox
  • Home Office (Visa, Status and Information Services)
  • HomeTrust Bank
  • Hot Topic
  • Human Managed
  • Humana
  • Humber River Health
  • IBM
  • ICICI Lombard
  • IHG Hotels & Resorts
  • ING Bank
  • INPS (Istituto Nazionale della Previdenza Sociale)
  • IQVIA
  • Ignition
  • Immigration, Refugees and Citizenship Canada
  • Incore Bank
  • Ingka Group
  • Innovation, Science and Economic Development Canada
  • Internal Revenue Service
  • Irish Life
  • Isala
  • JPMorgan Chase
  • JVM
  • Japan Exchange Group
  • Jerome's Furniture
  • JetBlue
  • Johns Hopkins Medicine
  • Jordan Ahli Bank
  • Jordan Kuwait Bank
  • Jubilee Holdings
  • KBC
  • KDDI
  • KPN
  • Kaiser Permanente Northern California
  • Kane Realty Corporation
  • Kenya Power
  • Kenya Revenue Authority
  • Keurig Dr Pepper
  • Key Mortgage Services, Inc.
  • Khaleeji Bank
  • Kinecta Federal Credit Union
  • King Faisal Specialist Hospital and Research Centre (KFSHRC)
  • Kingfisher
  • Kinsale Capital Group
  • Klarna
  • Kogan
  • Kotak Mahindra Bank
  • Krystal Produce
  • L'Oréal
  • LCL
  • LG Uplus
  • Labelbox
  • Labour Market Regulatory Authority (Bahrain)
  • Lascana
  • Lega Serie A
  • Legal Aid of North Carolina
  • Lejre Municipality
  • Lemonade
  • Les Affaires
  • Lloyds Banking Group
  • Loadsure
  • London Borough of Barnet
  • London Borough of Camden
  • Lufthansa Group
  • M-DAQ Global
  • M42
  • MAG Seguros
  • MCM Holdings, Inc.
  • MONETA Money Bank
  • Madrid Destino
  • Magyar Telekom
  • Majid Al Futtaim Retail
  • Mango
  • Manulife
  • Markel
  • Mashreq
  • Mass General Brigham
  • Massachusetts Department of Elementary and Secondary Education
  • Mastercard
  • Matrix Residential
  • Mattel
  • Mayo Clinic
  • Mercari US
  • Mercy
  • Meta
  • Microsoft
  • Milton Keynes University Hospital
  • Ministry of Digital Affairs of Poland
  • Ministry of Digital Transformation of Ukraine (Diia)
  • Ministry of Education and Higher Education, Qatar
  • Ministry of Finance (United Arab Emirates)
  • Ministry of Hajj and Umrah
  • Ministry of Human Resources and Emiratisation (MoHRE)
  • Ministry of Interior (Saudi Arabia)
  • Ministry of the Interior (France)
  • Ministério da Gestão e da Inovação em Serviços Públicos (MGI)
  • Mizuho Financial Group
  • Mobily
  • Moderna
  • Montgomery County Government
  • Morgan Stanley
  • Morningstar
  • Mount Sinai Health System
  • Movistar Plus+
  • Mozilla
  • Münchener Verein Versicherungsgruppe
  • N26
  • NJ Transit
  • NMBS/SNCB
  • NN Group
  • Nasdaq
  • NatWest Group
  • National Agency for Information Society (AKSHI), Albania
  • National Bank of Bahrain
  • National Basketball Association (NBA)
  • National Centre for Disease Control (NCDC), India
  • National Transportation Safety Board
  • Nations Direct Mortgage
  • Netskope
  • New Look
  • New York State Department of Taxation and Finance
  • NewFed Mortgage Corp.
  • Newcastle City Council
  • Nomad eSIM
  • Nordea
  • North Carolina Central University
  • North West Meat Company
  • NorthShore University HealthSystem
  • Northwestern Medicine
  • Norwegian Air Shuttle
  • OCBC
  • OTE Group
  • OTP Bank Romania
  • Obvi
  • Ochsner Health
  • Octopus Energy
  • Office of Management and Budget
  • Office of the Comptroller of the Currency
  • Old Cannery Furniture Warehouse
  • Old Mutual General Insurance
  • Ooredoo Oman
  • Ooredoo Qatar
  • Open Network Exchange (ONE)
  • Openreach
  • Oportun
  • Orange
  • Orange France
  • Oregon Health & Science University
  • Origence
  • Overseas Express
  • Owens Corning
  • Oxford University Hospitals NHS Foundation Trust
  • PKO Bank Polski
  • PT Kereta Api Indonesia (Persero)
  • Pan American Health Organization (PAHO/WHO)
  • Papua New Guinea Immigration and Citizenship Services Authority
  • Paragon Insurance Group
  • PatientPoint
  • Pearson VUE
  • Pegasus Airlines
  • Peking Union Medical College Hospital
  • Pension Benefit Guaranty Corporation
  • People's Law School
  • Pfizer
  • Philips
  • Phorest
  • Plato
  • PostNL
  • Poste Italiane
  • Premier Sports
  • Primary Residential Mortgage, Inc. (PRMI)
  • Princess Alexandra Hospital
  • Providence Swedish
  • Provincie Noord-Holland
  • Proximus
  • Prysmian
  • Public Health Agency of Canada (PHAC)
  • Pupuk Indonesia
  • Purpose Legal
  • QBE Insurance Group
  • Qatar Airways
  • Qatar Central Bank
  • Qatar Islamic Bank
  • Qatar Ministry of Commerce and Industry
  • R.A. Snyder Properties
  • RAKBANK
  • RH-ISAC
  • Radiotelevisión Española (RTVE)
  • Rainbow Shops
  • Rakuten Mobile
  • Rand Merchant Bank
  • Ratepay
  • Reach Food Group
  • Redfin
  • Regnology
  • Reliance Jio
  • ResMed
  • Resident
  • Rio de Janeiro City Data Office (Escritório de Dados)
  • Riverside County Assessor-County Clerk-Recorder
  • Rivian
  • Riyadh Municipality
  • Roads and Transport Authority, Dubai (RTA)
  • Rocket Companies
  • Rocket Mortgage
  • Royal Air Maroc
  • Ryanair
  • SAP Enterprise Cloud Services
  • SBF Group
  • SEB
  • SEP2
  • SK Telecom
  • SPL (Saudi Post)
  • SS&C Technologies
  • SUSE
  • SailPoint
  • Salesforce
  • Salzburg AG
  • SameDay Auto Finance
  • Sanofi
  • Santander UK
  • Save the Children
  • Schweizerische Bundesbahnen (SBB)
  • Scotiabank
  • SeatGeek
  • Securities and Exchange Commission
  • Sedgwick
  • Seha Virtual Hospital (Saudi Ministry of Health)
  • Serious Fraud Office
  • Sezzle
  • Sharjah Maritime Academy
  • Sheba Medical Center
  • Shelter Insurance
  • Sidra Medicine
  • Singapore General Hospital (SGH)
  • Singtel
  • Skatteverket
  • Skyward Specialty Insurance Group
  • Smallpdf
  • SoFi
  • Son Llatzer Hospital
  • Sopra Steria Scandinavia
  • South Central Railway
  • Southwest Recovery Services
  • Spectrum Brands
  • Sprout Social
  • St. Luke's University Health Network
  • Stanbic Bank Uganda
  • Standard Chartered
  • State Audit institutions of Kazakhstan
  • Structube
  • Sukoon Insurance
  • Suncoast Credit Union
  • Sunshine Coast Council
  • Superior Tribunal de Justiça
  • Supremo Tribunal Federal
  • Swaledale Butchers
  • Swiss Life Germany
  • Swisscom
  • Synovus Financial
  • Sysco
  • T-Mobile
  • TD Bank Group
  • TPG Telecom
  • Takeda
  • Tampa General Hospital
  • Tango
  • Tawuniya (Company for Cooperative Insurance)
  • Tekmetric
  • Telenet group
  • Telkomsel
  • Telstra
  • Temple Health
  • Tepper Sports & Entertainment
  • Texas Education Agency
  • The Beard Club
  • The Howard Elliott Collection
  • The Master Trust Bank of Japan
  • The Queen's Health Systems
  • Together Credit Union
  • Tokio Marine & Nichido Fire Insurance
  • Tokio Marine Insurance UAE
  • Trace3
  • Trainline
  • Transamerica
  • Transportation Security Administration
  • Travelers
  • Tribunal Superior do Trabalho
  • Tribunal de Contas da União (TCU)
  • Tribunal de Contas do Estado de Minas Gerais (TCE MG)
  • TruGreen
  • Trust Bank
  • Turing
  • TÜV SÜD
  • U.S. Citizenship and Immigration Services
  • U.S. Customs and Border Protection
  • U.S. Department of Agriculture
  • U.S. Department of Homeland Security
  • U.S. Department of Housing and Urban Development
  • U.S. Department of Justice
  • U.S. Department of State (Bureau of Consular Affairs)
  • U.S. Department of Transportation, Office of the Secretary
  • U.S. Department of Veterans Affairs
  • U.S. Department of the Interior
  • U.S. Food and Drug Administration
  • U.S. Food and Drug Administration, Center for Drug Evaluation and Research
  • U.S. General Services Administration
  • U.S. Immigration and Customs Enforcement
  • U.S. National Science Foundation
  • U.S. Securities and Exchange Commission
  • U.S. Social Security Administration
  • UC San Diego Health
  • UPMC Hamot
  • US Department of Veterans Affairs, Veterans Health Administration
  • Uelzener Versicherungs-Gruppe
  • Umniah
  • UmweltBank AG
  • Unilever
  • Unisys
  • United Bank Limited
  • United Overseas Bank (UOB)
  • United Parcel Service
  • Universal Health Services
  • University Hospitals Sussex NHS Foundation Trust
  • University of Arizona Eller College of Management
  • University of Cape Town
  • University of Central Florida
  • University of Colorado Medicine
  • University of Hawaii
  • University of Maryland Eastern Shore
  • University of Northampton
  • University of South Alabama
  • University of West Florida
  • University of the West of England Bristol
  • Utica City School District
  • Valuation Office Agency
  • Vanguard
  • Veolia
  • Verizon
  • Veterans Health Administration
  • Vietcombank
  • Virgin Media O2
  • Virginia Commonwealth University
  • Visa
  • VitalityHealth
  • Vituity
  • Vocational Education Sector, Ministry of Education, Higher Education and Vocational Education (Sri Lanka)
  • Vodacom
  • Vodafone
  • Vodafone Germany
  • Vodafone Spain
  • Volo Loans
  • Volvo Group
  • Vurderingsstyrelsen
  • Walmart
  • Walter's Automotive Group
  • Weave Communications
  • WellSpan Health
  • Wellstar Health System
  • Western Sydney Local Health District (NSW Health)
  • Westlake Financial
  • Westpac
  • Wordtune (AI21 Labs)
  • World Health Organization (WHO Hub for Pandemic and Epidemic Intelligence)
  • Württembergische Versicherung AG
  • Yale Cancer Center
  • Yorkshire Building Society
  • Your Health
  • Yves Rocher
  • ZLS Zoll und Logistikservice GmbH
  • Zain Jordan
  • Zain KSA
  • Zain Kuwait
  • Zakat, Tax and Customs Authority (ZATCA)
  • Zalando
  • Zenith Bank
  • ZhongAn Online P&C Insurance
  • Zillow Group
  • Zoya
  • Zurich Australia
  • bunq
  • du
  • eBay
  • gematik
  • mBank
  • mnemonic
  • mobilezone
  • nbn
  • ruya bank
  • stc group

Frequently asked questions

What are the most common classification and routing use cases?
Counted by organizations with a public deployment, the most common are AI agent for first line contact center service (92 organizations), AI assistant for citizen information and government services (35 organizations), AI document intelligence for unstructured forms and documents (15 organizations), AI agent for IT service desk resolution (14 organizations) and AI video analytics and screening for physical security (13 organizations). The library documents 103 classification and routing use cases, 103 of them with a public deployment: 758 deployments by 674 organizations in 67 countries.
Which classification and routing use cases have proven results?
These use cases have a median result across at least 3 organizations, not counting vendor only claims: AI agent for first line contact center service: median containment rate 55% across 19 deployments; AI command center for hospital bed and staff capacity planning: median cycle time reduction 34% across 7 deployments; AI document intelligence for unstructured forms and documents: median cycle time reduction 75% across 7 deployments; AI for IT incident triage and root cause analysis (AIOps): median time to repair reduction 75% across 6 deployments; AI agent for IT service desk resolution: median containment rate 66% across 4 deployments; AI for supplier invoice processing in accounts payable: median automation rate 70% across 4 deployments.
How many of these AI deployments are live in production?
674 of the 758 public deployments are live: 507 in production and 167 scaled across the organization. 49 are pilots and 31 are announced.
Which classification and routing use cases are high risk under the EU AI Act?
10 use cases fall in the high risk tier: AI agent for travel and expense report audit, AI assisted proctoring and integrity monitoring for remote exams, AI early warning for sepsis and in hospital clinical deterioration, AI for recruitment screening and interview scheduling, AI prioritization of radiology and imaging worklists and AI quality and compliance monitoring of every customer interaction, and 4 more. For 46 other use cases the tier depends on design, for example whether the system decides on access to an essential service. Each use case page explains its tier and what it requires. This is not legal advice.
Where do these numbers come from?
From the Blits.ai AI Use Case Library. Every deployment is a public record of a named organization with a cited source, and every number is computed from those records. Data as of 11 November 2026.