AI pattern

RAG knowledge assistant use cases

The most documented RAG knowledge assistant use cases are first line contact center, citizen information assistant and live agent assist, across 723 public deployments by 630 organizations. An assistant that retrieves passages from approved documents and answers with them, so answers are grounded and citable.

Use cases
91
Deployments
723
Organizations
630
Outcome disclosed
59%

The 10 most common RAG knowledge assistant 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
    Real time AI assist for contact center agents

    Live agent assist is AI that helps a contact center agent during a live call or chat by transcribing it and surfacing the right knowledge and next step.

    26 organizations
    35% median handling time reduction
    4 deployments
  4. 4
    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.

    20 organizations
    90% median employee adoption
    5 deployments
  5. 5
    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.

    17 organizations
    84.8% median containment rate
    4 deployments
  6. 6
    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.

    15 organizations
    66% containment rate
    one deployment, vendor claim
  7. 7
    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
  8. 8
    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.

    13 organizations
    69% median containment rate
    4 deployments
  9. 9
    AI legal research and drafting assistant for lawyers

    A legal research and drafting assistant is a generative AI tool that finds and summarizes case law and legislation for lawyers, answering legal questions with citations.

    13 organizations
    80% median employee adoption
    5 deployments
  10. 10
    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.

    13 organizations
    100% median conversion uplift
    3 deployments

91 RAG knowledge assistant use cases

630 organizations in 64 countries run these use cases in public. 59% of those 723 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
17 public, best grade B
Median containment rate
84.8%
4 deployments
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
15 public, best grade B
Reported containment rate
66%
GESOBAU AG, vendor 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
5 public, best grade B
Autonomy
Autonomous
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 contract obligation tracking and compliance

Contract obligation tracking uses AI to extract commitments and deadlines from signed contracts, keep them in one register and alert the owner before a deadline is missed. The commitments include service levels, renewal and notice dates, price escalators, audit rights and delivery milestones.

Deployments
3 public, best grade C
Autonomy
Supervised agent
Banking

AI agent for corporate credit analysis and credit memo drafting

AI credit underwriting and memo drafting is an AI agent that drafts a committee ready credit memo for a corporate borrower, for the relationship and credit teams to review. It gathers the borrower's documents and data, spreads the financials into the bank's template, calculates ratios and covenant headroom, pulls bureau and news information, and links every figure to its source for the team to challenge, complete and sign.

Deployments
6 public, best grade B
Reported cycle time reduction
96%
Kuwait Finance House, vendor claim
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
6 public, best grade B
Median containment rate
70%
3 deployments
Media and entertainment

AI agent for fan and ticketing service at sports clubs

A fan and ticketing service agent answers supporters of a sports club on its website and app: ticket phases, memberships, the fan shop, stadium access, parking and match day logistics. It resolves routine questions from the club's own content and hands ticketing cases, complaints and anything it cannot answer to the service team.

Deployments
4 public, best grade C
Median containment rate, vendor reported
70%
3 deployments
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
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
14 public, best grade B
Median containment rate
66%
4 deployments
Media and entertainment

AI agent for newspaper and publisher subscriber service

A publisher subscriber service agent answers readers of a newspaper or magazine on subscriptions, billing, delivery, digital access and cancellations, by chat or by preparing email replies. It can use the subscription and billing systems to look up the reader's account and hands unusual cases to the service team.

Deployments
3 public, best grade C
Reported containment rate
78.8%
Politiken, vendor claim
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
9 public, best grade B
Median customer satisfaction, vendor reported
92.5%
4 deployments
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
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
13 public, best grade B
Median containment rate
69%
4 deployments
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
8 public, best grade B
Autonomy
Autonomous
Travel and hospitality

AI assistant for airport passengers on kiosks, holograms and chat

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
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
35 public, best grade A
Reported customer satisfaction
50%
Montgomery County Government, vendor 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 industryTechnology and software

AI assistant for corporate treasury teams

An AI treasury assistant answers a corporate treasury team's questions in plain language, from live cash and bank data to internal policy, instead of staff stitching exports together.

Deployments
4 public, best grade C
Autonomy
Assist
Capital marketsWealth and asset management

AI assistant for deal sourcing and M&A due diligence

AI deal sourcing and due diligence is an AI assistant that screens the market for acquisition or investment targets and speeds up due diligence for a deal team. It builds company profiles, reads data room documents, extracts key terms and risks, and drafts the investment or diligence memo, for the team to verify and decide.

Deployments
6 public, best grade B
Reported productivity gain
up to 80%
Datasite, vendor claim

What the evidence says

Computed from the 723 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across RAG knowledge assistant use cases
KPIMedianReported rangeData pointsClaimed by
Containment rate68.5%
20% to 99.6%
Not pooled: up to 88.5%
46plus 1 up to19 organization, 27 vendor
Productivity gain47.5%
15% to 95%
Not pooled: up to 90%, up to 85%, up to 80%, up to 16%
22plus 4 up to10 organization, 11 vendor, 1 independent
Handling time reduction50%
15% to 97%
Not pooled: up to 50%, up to 20%
20plus 2 up to8 organization, 12 vendor
Cycle time reduction60%
25% to 96%
173 organization, 14 vendor
Employee adoption90%
70% to 99%
178 organization, 9 vendor
Accuracy92.2%
42% to 100%
1610 organization, 6 vendor
Deployments by stage
  • Announced
    36
  • Pilot
    88
  • Production
    435
  • Scaled
    160
  • Paused or rolled back
    4
Public deployments by region
  • North America
    267
  • Europe
    217
  • Asia Pacific
    83
  • Middle East
    74
  • Global
    42
  • Africa
    27
  • Latin America
    13

Organizations with a public deployment

  • 1. FC Köln
  • 7-Eleven Vietnam
  • A&O Shearman
  • ABN AMRO
  • ADARx Pharmaceuticals
  • AIA Group
  • ANZ New Zealand
  • AOK PLUS
  • AT&T
  • Absa Bank
  • Abu Dhabi Commercial Bank (ADCB)
  • Abu Dhabi Government (TAMM)
  • Abu Dhabi Islamic Bank (ADIB)
  • Abu Dhabi Judicial Department (ADJD)
  • Accelerant Holdings
  • Ace Hardware
  • Acentra Health
  • Achieve
  • Adelphi University
  • Administration for Children and Families
  • AdvanceCare
  • Advanced Info Service (AIS)
  • Aena
  • Aetna
  • Aftonbladet
  • Agencia Estatal de Administración Tributaria (AEAT)
  • Air Canada
  • Air India
  • AirAsia
  • Airbnb
  • Ajman Bank
  • AkzoNobel
  • Albert Heijn
  • Albertsons Companies
  • Aldar Properties
  • Alizz Islamic Bank
  • All Nippon Airways
  • Allied Universal
  • Ally Financial
  • Alnylam Pharmaceuticals
  • Aman Bank
  • Amazon
  • Amen Bank
  • American Addiction Centers
  • American Dream
  • American International Group
  • Anaconda
  • Anaplan
  • Aptive Environmental
  • Aqua Finance
  • Arab Bank
  • Arch Capital Group
  • Art Basel
  • Ashurst Perkins Coie
  • Asiacell
  • Asset Living
  • AstraZeneca
  • Atlanta Legal Aid Society
  • AtlantaSanad Assurance
  • Attijariwafa bank
  • Audi AG
  • Austin Peay State University
  • Australian Taxation Office
  • Authority for Public Projects and Tenders and Local Content
  • AutoCamp
  • AvalonBay Communities
  • Avanade
  • Avenue5 Residential
  • Aviva
  • Aydem Energy
  • Azm
  • Aéroports de Lyon (VINCI Airports)
  • BARK
  • BBVA
  • BBVA México
  • BLS AG
  • BMO and Amalgamated Bank
  • BMW Group
  • BPCE Group
  • BT Group
  • BYD
  • Banco Bradesco
  • Bandwidth
  • Banesco USA
  • Banestes
  • Bangkok Hospital
  • Bank ABC
  • Bank Muscat
  • Bank of America
  • Bank of the Philippine Islands
  • Banque Misr
  • Barclays US Consumer Bank
  • Batelco
  • Bausparkasse Schwäbisch Hall AG
  • Bay Area Legal Services
  • Bayer
  • Bell Canada
  • Best Buy
  • Better.com
  • Block, Inc.
  • Bloomberg Connects
  • Board of Governors of the Federal Reserve System
  • Booking.com
  • Bouygues Telecom
  • Bowhead Specialty
  • Bradesco
  • Bradken
  • Bridgewater Associates
  • Bristol Myers Squibb
  • British Columbia Investment Management Corporation
  • Broadcom
  • Brockton Public Schools
  • Bundesagentur für Arbeit
  • Bureau of Alcohol, Tobacco, Firearms and Explosives
  • Bureau of Consular Affairs
  • CAF Management
  • CIMB Niaga
  • CWT
  • CZ
  • Cabinet Office (Government Communication Service)
  • CaixaBank
  • Canada Revenue Agency
  • Carrefour
  • Cathay Financial Holdings
  • Cenlar FSB
  • Centers for Disease Control and Prevention
  • Centers for Medicare and Medicaid Services
  • Central Agency for Organization and Administration (Egypt)
  • Centre Pompidou
  • Cepheid
  • Chancellery of the Riigikogu (Parliament of Estonia)
  • Change Please
  • China Merchants Bank
  • China Unicom Sichuan
  • Choreo
  • ChristianaCare
  • CircleCI
  • Citi
  • City and County of Honolulu, Department of Planning and Permitting
  • City of Amarillo
  • City of Helsinki
  • City of New York
  • Claroty
  • ClearTax
  • Coinbase
  • Commercial International Bank (CIB)
  • Commonwealth Bank of Australia
  • CompSource Mutual Insurance Company
  • Continental Realty Corporation
  • Council of Health Insurance (Saudi Arabia)
  • Crowell & Moring LLP
  • Crown Prosecution Service
  • Crédit Agricole Bank Polska
  • Cushman & Wakefield
  • DATEV eG
  • DBS Bank
  • DINUM (Direction interministerielle du numerique)
  • DMG MORI
  • DNB
  • DZ BANK AG
  • Daikin Industries
  • Dallas Fort Worth International Airport
  • Datasite
  • Definity
  • Department for Education
  • Department for Science, Innovation and Technology (Incubator for Artificial Intelligence)
  • Department for Work and Pensions
  • Department of Climate Change, Energy, the Environment and Water (DCCEEW)
  • Department of Information and Communications Technology (DICT)
  • Deriv
  • Derwent London
  • Deutsche Bank
  • Deutsche Kreditbank AG (DKB)
  • Deutsche Rentenversicherung Hessen
  • Deutsche Telekom
  • Digital Nasional Berhad
  • Direction Générale des Impôts (DGI), Morocco
  • Direction générale des Finances publiques (DGFiP)
  • Discover Financial Services
  • Discovery Bank
  • Driver and Vehicle Licensing Agency
  • Dubai Electricity and Water Authority
  • Dubai Electricity and Water Authority (DEWA)
  • Dubai Land Department (DLD)
  • Dubai Police
  • Dukhan Bank
  • E.ON Grid Solutions
  • E.ON Next
  • EDF
  • ENGIE Belgium
  • EQT
  • Eedi
  • Egyptian Holding Company for Airports and Air Navigation
  • Elastic
  • Elevance Health
  • Eli Lilly
  • Elliott Museum
  • Elon University
  • Emirates Islamic
  • Emirates NBD
  • Empire State University
  • Eneco eMobility
  • Equinix
  • Equity Bank Kenya
  • Equity Residential
  • Essent
  • Estonian Information System Authority (RIA)
  • Etihad Airways
  • Etisalat Misr
  • European Parliament
  • FC Schalke 04
  • Federal Deposit Insurance Corporation
  • Federal Emergency Management Agency
  • Federal Housing Finance Agency
  • Federal Student Aid (U.S. Department of Education)
  • Federal Trade Commission
  • Figure
  • Financial Conduct Authority
  • Financial Times
  • Fingerpaint
  • Finnair
  • Finshark
  • First National Bank
  • First National Bank of Omaha (FNBO)
  • Flughafen Berlin Brandenburg GmbH
  • Forbes
  • Foreign, Commonwealth and Development Office
  • Forvis Mazars in Germany
  • Foundry
  • France Travail
  • FreeWheel
  • Freie und Hansestadt Hamburg
  • Freshfields
  • GESOBAU AG
  • GHT Hotels
  • Gama Hospital
  • Gangnam-gu Office
  • Garanti BBVA
  • Gemeente Amsterdam
  • Gemeente Druten
  • Gemeente Nissewaard
  • Gemeente Tilburg
  • General Authority of Endowments, Qatar
  • General Motors
  • General Services Administration
  • Generali Global Corporate & Commercial
  • Georgia State University
  • Georgia-Pacific
  • Ghana National Disaster Management Organisation
  • Global Affairs Canada
  • GoldOller
  • Google
  • Government Digital Service
  • Government of Ajman (Department of Digital Ajman)
  • Government of the City of Buenos Aires
  • Groupe Al Omrane
  • GroupeActive
  • GÖRG
  • H&R Block
  • HM Revenue and Customs
  • HSBC
  • HYPE
  • Hamilton County Schools
  • Harvard College
  • Harvard University
  • Hawaii State Judiciary
  • Haynes International
  • Health Resources and Services Administration
  • Hearst
  • Hemominas
  • Hiscox
  • Holland America Line
  • Home Office
  • Honda
  • Human Managed
  • Humana
  • Husqvarna
  • IBM
  • ICICI Lombard
  • IHG Hotels & Resorts
  • ING
  • Ice Miller
  • Imperial Business School
  • Indian Railway Catering and Tourism Corporation (IRCTC)
  • Industrialized Construction Group
  • Ingka Group
  • InstaMortgage
  • Instacart
  • Insurance Australia Group
  • Intellectual Property Office
  • Internal Revenue Service
  • Intesa Sanpaolo
  • JAGGAER
  • JLL (Jones Lang LaSalle)
  • JPMorgan Chase
  • JetBlue
  • Jordan Ahli Bank
  • Jordan Kuwait Bank
  • Jumia Egypt
  • KB Kookmin Bank
  • KB Kookmin Card
  • KBC
  • KDDI
  • KPMG
  • KPN
  • KU Leuven Association (LIBIS, KU Leuven Libraries)
  • Kenya Power
  • Kenya Revenue Authority
  • Khaleeji Bank
  • Khalifa University
  • Klarna
  • Kotak Mahindra Bank
  • Kuwait Finance House
  • L'Oréal
  • LAQO
  • LCL
  • LaGuardia Gateway Partners
  • Labour Market Regulatory Authority (Bahrain)
  • Landmark Properties
  • Lantower Residential
  • Lascana
  • Leeds Castle
  • Leeds City Council
  • Legal Aid of North Carolina
  • Lemonade
  • Les Affaires
  • Linde Engineering
  • LinkedIn
  • Liverpool City Region Destination Partnership
  • Lloyds Banking Group
  • Loft
  • Longbridge Financial
  • Lowe's
  • Lufthansa Group
  • Lumen Technologies
  • MAINGAU Energie GmbH
  • MOGUL.sg
  • MONETA Money Bank
  • Ma'aden
  • Macfarlanes
  • Madrid Destino
  • Magyar Telekom
  • Mahindra Finance
  • Man Group
  • Manulife
  • Mapbox
  • Marriott International
  • Mashreq
  • Massachusetts Port Authority (Massport)
  • Mercari US
  • Mercedes-Benz Group
  • Merck & Co.
  • Meta
  • Miami International Airport
  • Michaels
  • Microsoft
  • Ministerio Público Fiscal de la Ciudad Autónoma de Buenos Aires
  • Ministry of Digital Affairs of Poland
  • Ministry of Digital Transformation of Ukraine (Diia)
  • Ministry of Education (Jordan)
  • Ministry of Education and Higher Education, Qatar
  • Ministry of Education, Singapore
  • Ministry of Finance (United Arab Emirates)
  • Ministry of Hajj and Umrah
  • Ministry of Human Resources and Emiratisation (MoHRE)
  • Ministry of Interior (Saudi Arabia)
  • Ministério da Gestão e da Inovação em Serviços Públicos (MGI)
  • Mizuho Financial Group
  • Mobily
  • Moderna
  • Montgomery County Government
  • Morgan Stanley
  • Movistar Plus+
  • Muleshoe Independent School District
  • Museo Miraflores
  • Münchener Verein Versicherungsgruppe
  • NH Nonghyup Bank
  • NIO
  • NOBULL
  • NSW Department of Education
  • NYU Langone Health
  • NatWest Group
  • National Agency for Information Society (AKSHI), Albania
  • National Bank of Bahrain
  • National Gallery Singapore
  • National Renewable Energy Laboratory
  • Nationwide Building Society
  • Nederlandse Spoorwegen
  • New Look
  • Newrez
  • Nexo
  • Next
  • Nissay Asset Management
  • Nomad eSIM
  • Nordea
  • Norges Bank Investment Management
  • Northwell Health
  • Norwegian Air Shuttle
  • Novo Nordisk
  • Nsure.com
  • Nuuly
  • O'Melveny & Myers
  • OCBC
  • OTE Group
  • Oak National Academy
  • Octopus Energy
  • Office of Management and Budget
  • Office of the Comptroller of the Currency
  • Olympus Property
  • Oman Public Prosecution
  • OmniTRAX
  • Omoda
  • Ooredoo Oman
  • Ooredoo Qatar
  • Openreach
  • Oper Credits
  • Oportun
  • Orange
  • Orange France
  • Orange Slovakia
  • Origin Bank
  • Orrick
  • Oxford Companies
  • PIMCO
  • PLDT
  • Pacific Gas and Electric Company
  • Pacific Northwest National Laboratory
  • Parliamentary Counsel Office (New Zealand)
  • Pegasus Airlines
  • Pension Benefit Guaranty Corporation
  • People's Law School
  • Pfizer
  • Pick n Pay
  • Politiken
  • Porto Seguro
  • Poste Italiane
  • Presidency of Religious Affairs at the Grand Mosque and the Prophet's Mosque
  • Priceline
  • Princess Alexandra Hospital
  • Prudential plc
  • Qatar Airways
  • Qatar Central Bank
  • Qatar Company for Airports Operation and Management (MATAR)
  • Qatar Islamic Bank
  • Qatar Ministry of Commerce and Industry
  • Qatar Ministry of Municipality
  • RH-ISAC
  • RPM Living
  • Raiffeisen Bank International AG
  • Rappler
  • Reed Smith
  • Reliance Jio
  • Renault
  • Roads and Transport Authority, Dubai (RTA)
  • Rocket Companies
  • Rocket Mortgage
  • Rogo
  • Royal Air Maroc
  • Ryanair
  • Région Provence-Alpes-Côte d'Azur (Région Sud)
  • SBLI
  • SEB
  • SEP2
  • SIGNAL IDUNA
  • SK Telecom
  • SRG Residential
  • SS&C Technologies
  • Saarbrücker Zeitung Medienhaus
  • Safe Rate
  • Salesforce
  • Salzburg AG
  • Santander UK
  • Saudi Energy
  • Saudi Tourism Authority
  • Saudia
  • Save the Children
  • Schladming-Dachstein Tourist Board
  • Scotiabank
  • ServiceNow
  • Sharjah Maritime Academy
  • Shinhan Bank
  • Siemens AG
  • Simple (Attijariwafa bank)
  • Singapore Airlines
  • Singtel
  • Skatteverket
  • Skyward Specialty Insurance Group
  • SoftBank Corp.
  • Sopra Steria Scandinavia
  • Sparkassen (German savings banks)
  • Spear Street Capital
  • Spokane Public Schools
  • St. Luke's University Health Network
  • Standard Chartered
  • Stanford Health Care
  • State Bank of India
  • Stellantis
  • Sukoon Insurance
  • Sun & Ski Sports
  • Sun Life
  • Suncorp Group
  • Sunshine Coast Council
  • Supremo Tribunal Federal
  • Swiss Life Germany
  • Swisscom
  • Synovus Financial
  • T-Mobile
  • TD Bank Group
  • TIME
  • TPG Telecom
  • Taboola
  • Taiwan Business Bank
  • Takeda
  • Target Corporation
  • Tata Realty and Infrastructure Limited
  • Technology Common Services Center
  • Telefónica España
  • Telenet
  • Telkomsel
  • Telstra
  • Textron Aviation
  • The Home Depot
  • The Office for Standards in Education, Children's Services and Skills
  • The Ottawa Hospital
  • The Washington Post
  • Together Credit Union
  • Tottenham Hotspur
  • Trainline
  • Transportation Security Administration
  • Trip.com
  • Trust Bank
  • Turing
  • TÜV SÜD
  • U.S. Bank
  • U.S. Department of Agriculture
  • U.S. Department of Homeland Security
  • U.S. Department of Justice
  • U.S. Department of Justice, Civil Division
  • U.S. Department of Veterans Affairs
  • U.S. Fish and Wildlife Service
  • U.S. Geological Survey
  • U.S. Immigration and Customs Enforcement
  • U.S. Securities and Exchange Commission
  • U.S. Trade and Development Agency
  • UAE Ministry of Justice
  • UBS
  • UC Merced Library
  • UC San Diego Health
  • UCB
  • UHasselt (Hasselt University) Library
  • UW Health
  • Uber Technologies
  • Uelzener Versicherungs-Gruppe
  • Umniah
  • UmweltBank AG
  • Unilever
  • United Rentals
  • UnitedHealthcare
  • University Hospitals Sussex NHS Foundation Trust
  • University of Arizona Eller College of Management
  • University of Cape Town
  • University of Central Florida
  • University of Hawaii
  • University of Manitoba Libraries
  • University of Maryland Eastern Shore
  • University of Northampton
  • University of Utah
  • University of West Florida
  • University of Westminster
  • University of the West of England Bristol
  • Uphold
  • Urban Renaissance Group
  • Vanderbilt University Medical Center
  • Vattenfall
  • Verdantas
  • Verizon
  • Vietcombank
  • Virgin Media O2
  • Vision Bank
  • Visit Qatar
  • Vituity
  • Vivid Seats
  • Vocational Education Sector, Ministry of Education, Higher Education and Vocational Education (Sri Lanka)
  • Vodacom
  • Vodafone
  • Vodafone Business
  • Vodafone Germany
  • Vodafone Idea Limited
  • Vodafone New Zealand
  • Volkswagen
  • WPP
  • Walmart
  • Waseda University Library
  • Washburn University
  • Waterdrop
  • Wells Fargo
  • Wellstar Health System
  • West Berkshire Council
  • Western Union
  • WinnCompanies
  • Winnipeg Blue Bombers
  • Woodland Academy Trust
  • Woolworths Group
  • World Bank
  • Wyndham Hotels & Resorts
  • Württembergische Versicherung AG
  • XP Inc.
  • Yes Bank
  • Yorkshire Building Society
  • YoungWilliams
  • Zain Jordan
  • Zain Kuwait
  • Zakat, Tax and Customs Authority (ZATCA)
  • Zalando
  • Zendesk
  • Zenith Bank
  • Zillow
  • Zoya
  • Zurich Insurance (Hong Kong)
  • Zurich Insurance Group
  • Zurich North America
  • bunq
  • de Alliantie
  • evm
  • gematik
  • mobilezone
  • monday.com
  • nbn
  • nib Group
  • rhenag Rheinische Energie

Frequently asked questions

What are the most common RAG knowledge assistant 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), real time AI assist for contact center agents (26 organizations), AI enterprise knowledge search for employees (20 organizations) and AI agent for account and card servicing (17 organizations). The library documents 91 RAG knowledge assistant use cases, 91 of them with a public deployment: 723 deployments by 630 organizations in 64 countries.
Which RAG knowledge assistant 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 for IT incident triage and root cause analysis (AIOps): median time to repair reduction 75% across 6 deployments; AI enterprise knowledge search for employees: median employee adoption 90% across 5 deployments; AI legal research and drafting assistant for lawyers: median employee adoption 80% across 5 deployments; AI agent for account and card servicing: median containment rate 84.8% across 4 deployments; AI agent for IT service desk resolution: median containment rate 66% across 4 deployments.
How many of these AI deployments are live in production?
595 of the 723 public deployments are live: 435 in production and 160 scaled across the organization. 88 are pilots and 36 are announced.
Which RAG knowledge assistant use cases are high risk under the EU AI Act?
One use case falls in the high risk tier: AI summarization of medical evidence for life and health underwriting. For 36 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.