AI pattern

Summarization use cases

The most documented summarization use cases are live agent assist, enterprise knowledge search and training content creation, across 496 public deployments by 435 organizations. Condensing conversations, documents or cases into short, structured summaries.

Use cases
73
Deployments
496
Organizations
435
Outcome disclosed
58%

The 10 most common summarization use cases

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

  1. 1
    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
  2. 2
    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
  3. 3
    AI for creating employee training and eLearning content

    Training content generation is AI that helps learning and development teams turn source material into employee training content.

    16 organizations
    84.5% median cycle time reduction
    4 deployments, vendor reported
  4. 4
    AI ambient scribe for clinical documentation

    Ambient clinical documentation is an AI scribe that listens, with the patient's consent, to the conversation between a clinician and a patient and drafts the clinical note.

    14 organizations
    22.5% median handling time reduction
    4 deployments
  5. 5
    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
  6. 6
    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
  7. 7
    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
  8. 8
    AI quality and compliance monitoring of every customer interaction

    Call quality and compliance monitoring is automated quality assurance that transcribes and scores every customer interaction, voice and chat, against the organization's own rubric.

    12 organizations
    about 10% quality score uplift
    one deployment, vendor claim
  9. 9
    AI drafting copilot for civil servants for correspondence, briefings and ministerial replies

    A civil servant drafting copilot is a generative AI assistant that drafts replies to correspondence from the public and elected representatives, briefings, submissions and summaries for civil servants.

    11 organizations
    80% productivity gain
    one deployment, organization claim
  10. 10
    AI meeting summarization and action items

    AI meeting summarization and action items is AI that turns an internal or operational meeting into a summary, decisions and action items with owners and dates.

    11 organizations
    120 minutes time saved per task
    one deployment, organization claim

73 Summarization use cases

435 organizations in 46 countries run these use cases in public. 58% of those 496 deployments disclose a measurable outcome.

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
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 industryTechnology and software

AI agent for drafting employee performance reviews

Performance review drafting is an AI agent that gathers an employee's work history, goals and peer feedback and drafts a first version of the performance review for a manager. It draws on the systems the manager already uses, and the manager edits, rewrites or rejects the draft, so they start from a grounded summary instead of a blank form and six months of context to recall from memory.

Deployments
7 public, best grade B
Reported cycle time reduction
84%
Case Status, vendor claim
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
Wealth and asset managementBanking

AI agent for source of wealth due diligence in private banking

AI source of wealth diligence is an AI agent that reads a prospective private client's documents and extracts how their wealth was built, for private banking compliance teams. It also corroborates that account, checks plausibility against benchmarks and external sources, and drafts the source of wealth and enhanced due diligence narrative for the relationship manager and compliance analyst, who decide on the risk rating and the relationship.

Deployments
4 public, best grade B
Reported cycle time reduction
20%
DBS Bank, organization claim
Healthcare

AI ambient scribe for clinical documentation

Ambient clinical documentation is an AI scribe that listens, with the patient's consent, to the conversation between a clinician and a patient and drafts the clinical note. It often also drafts the letter or after visit summary, for the clinician to review, edit and sign in the health record; it documents and does not diagnose or decide on treatment.

Deployments
14 public, best grade B
Median handling time reduction
22.5%
4 deployments
Wealth and asset managementCapital markets

AI analysis of earnings calls and other text for investment signals

AI analysis of earnings calls and company text reads earnings call transcripts, filings and other unstructured disclosures at scale to produce an investment signal for a portfolio manager or analyst. The underlying large language model, either fine tuned or prompted within a structured scoring framework, scores a company on a dimension such as business quality or exposure to a market theme, or forecasts how markets will react to what was said, so the signal is systematic and repeatable to weigh alongside traditional quantitative data.

Deployments
4 public, best grade B
Autonomy
Copilot
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
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
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
Insurance

AI assistant for insurance brokers and agents

An insurance broker and agent assistant is AI that answers product, underwriting and process questions for tied agents, independent brokers, advisors and insurers' own distribution staff from approved sources. It also prepares personalized customer engagement and follow ups, validates and prioritizes leads, and drafts meeting notes and emails, so producers spend more time with customers.

Deployments
5 public, best grade B
Autonomy
Assist
BankingWealth and asset management

AI copilot for corporate client briefings and call reports

An AI copilot that helps relationship managers, mainly in corporate and commercial banking, prepare for client meetings and write up call reports afterwards. It builds a briefing pack from filings, news, internal notes, product holdings and upcoming maturities, then turns the banker's notes into a structured call report and CRM update. Unlike a meeting notetaker, it centers on credit and cross sell context as well as the conversation; wealth advisor tools that also prepare meetings overlap with it, and the banker reviews every output.

Deployments
4 public, best grade B
Autonomy
Copilot
Insurance

AI copilot for insurance pricing and actuarial analysis

An insurance pricing and actuarial copilot is AI that speeds up the work of pricing and actuarial teams, from risk and demand model building to natural language analysis of data. It builds automated, transparent risk and demand models and analyzes rate filings, experience data and reserving diagnostics, while actuaries select the models, sign off the rates and own the professional judgment.

Deployments
9 public, best grade B
Reported productivity gain
5x
Generali France, organization claim
Telecommunications

AI copilot for network operations center (NOC) fault triage

AI copilot for network operations center fault triage correlates network alarms and performance data into a small number of probable faults for engineers. It draws on radio, transport, core and fixed network data, ranks faults by customer impact, proposes the likely root cause and fix from runbooks, vendor documentation and past tickets, and routes the ticket to the right team, while an engineer decides what to change.

Deployments
9 public, best grade B
Reported cycle time reduction
at least 95%
Deutsche Telekom, organization claim
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 centers. 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
6 public, best grade B
Reported accuracy
at least 90%
Daikin Industries, organization claim
BankingPayments and cards

AI copilot for SAR and STR narrative drafting

SAR and STR drafting is generative AI that writes the narrative of a suspicious activity or transaction report from the investigation file, with every fact linked to its source record. It covers who, what, when, where, why and how, case by case, so the investigator verifies, edits and files instead of starting from a blank page, unlike the periodic data returns of regulatory reporting.

Deployments
4 public, best grade B
Autonomy
Copilot
Insurance

AI copilot for underwriting risk assessment

An underwriting risk assessment copilot is an AI tool that assembles everything relevant to a risk, such as the submission, loss history and underwriting guidelines, for an insurance underwriter. It also gathers third party data and public information, highlights exposures and gaps against the insurer's underwriting guidelines, and drafts the underwriting narrative or referral note, while the underwriter makes and signs every decision.

Deployments
8 public, best grade B
Reported cycle time reduction
50%
Generali Global Corporate & Commercial, vendor claim
Media and entertainment

AI drafting and article summaries for newsrooms with editor review

Newsroom AI turns a reporter's verified notes into a draft story and long articles into key point summaries, which a journalist edits before anything is published. Publishers use it for routine stories such as community news and event listings, and for summaries at the top of articles.

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

AI drafting copilot for civil servants for correspondence, briefings and ministerial replies

A civil servant drafting copilot is a generative AI assistant that drafts replies to correspondence from the public and elected representatives, briefings, submissions and summaries for civil servants. It is grounded in the department's approved lines, policy documents and case data, with the official editing and approving every word before it is sent or cleared.

Deployments
11 public, best grade A
Reported productivity gain
80%
Federal Emergency Management Agency, organization claim
Government and public sector

AI drafting of social work case notes and assessments

AI case note drafting for social workers is a generative AI tool, often built on speech to text, that turns a visit or assessment account into a first draft. That account can be a recorded conversation or the worker's own dictated or typed prompt, and the draft matches the case note or statutory assessment format the record needs. The social worker checks, corrects and signs it before it joins the record.

Deployments
5 public, best grade B
Reported productivity gain
46%
Somerset Council, organization claim
Banking

AI early warning and covenant monitoring for loan portfolios

AI early warning and covenant monitoring is a monitoring system that flags borrowers whose credit is deteriorating across a loan book, for the relationship manager. It tracks covenant tests and borrower reporting, reads financials, filings and news, and combines them with payment and sector signals, then presents the evidence with a suggested next step.

Deployments
4 public, best grade B
Autonomy
Assist
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
20 public, best grade B
Median employee adoption
90%
5 deployments
Banking

AI examination of trade documents under letters of credit and collections

Trade document examination is AI that reads documents presented under a letter of credit or collection, such as the bill of lading, for bank examiners. It also reads the commercial invoice, packing list and certificates, extracts and cross checks the data, and tests it against the instructions and the ICC rules, including UCP 600 and ISBP for letters of credit. It lists discrepancies by severity with the rule cited, so qualified examiners focus on the genuine exceptions.

Deployments
10 public, best grade B
Reported cycle time reduction
about 94%
JPMorgan, vendor claim

What the evidence says

Computed from the 496 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across Summarization use cases
KPIMedianReported rangeData pointsClaimed by
Productivity gain48%
13.4% to 90%
Not pooled: up to 80%, up to 16%
22plus 2 up to10 organization, 12 vendor
Cycle time reduction80%
20% to 95%
239 organization, 14 vendor
Handling time reduction50%
8.2% to 97%
Not pooled: up to 50%, up to 5%
21plus 2 up to8 organization, 13 vendor
Accuracy90%
42% to 100%
Not pooled: up to 99%
20plus 1 up to12 organization, 8 vendor
Time saved per task7 minutes
1 minutes to 120 minutes
Not pooled: up to 225 minutes, up to 120 minutes, up to 18 minutes
9plus 3 up to6 organization, 3 vendor
Employee adoption90%
70% to 98%
115 organization, 6 vendor
Deployments by stage
  • Announced
    37
  • Pilot
    54
  • Production
    320
  • Scaled
    80
  • Paused or rolled back
    5
Public deployments by region
  • North America
    217
  • Europe
    146
  • Asia Pacific
    53
  • Global
    38
  • Middle East
    26
  • Latin America
    10
  • Africa
    6

Organizations with a public deployment

  • A&O Shearman
  • ADARx Pharmaceuticals
  • AIA Group
  • ANZ, Commonwealth Bank, NAB, Suncorp Bank and Westpac (BioCatch Trust Australia)
  • ANZ, HSBC and Lloyds Banking Group
  • AT&T
  • AXA Investment Managers
  • AXA Spain
  • Abu Dhabi Judicial Department (ADJD)
  • Accelerant Holdings
  • Acentra Health
  • Achieve
  • Administration for Children and Families
  • Admiral Seguros
  • AdvanceCare
  • Aftonbladet
  • Airbnb
  • Airwallex
  • Aksigorta
  • Alamosa Police Department
  • All Nippon Airways
  • Allianz
  • Allianz Partners
  • Alnylam Pharmaceuticals
  • Amazon
  • American International Group
  • American National Insurance
  • Anaplan
  • Andritz Group
  • Anthropic
  • Aptive Environmental
  • Aqua Finance
  • Arch Capital Group
  • Ashurst Perkins Coie
  • AssetMark
  • Assore Holdings Proprietary Ltd
  • Australia Post
  • Autura
  • Avanade
  • Aviva
  • BBC
  • BBVA
  • BJC Health
  • BMO and Amalgamated Bank
  • BMW Group
  • BNP Paribas
  • BNY
  • Backcountry
  • Baltimore City 911 (Emergency Communications)
  • Banco Bradesco
  • Bank Muscat
  • Bank Of Africa Group
  • Bank of America
  • Bank of Singapore
  • Bank of the Philippine Islands
  • Barclays
  • Barclays US Consumer Bank
  • Barnsley Metropolitan Borough Council
  • Bell Canada
  • Beth Israel Lahey Health
  • BigPay
  • BlackRock
  • Board of Governors of the Federal Reserve System
  • Booking.com
  • Boubyan Bank
  • Bowhead Specialty
  • Bradesco
  • Bridgestone Americas
  • British Columbia Investment Management Corporation
  • British Gas
  • Bundesliga (DFL Deutsche Fußball Liga)
  • Bureau of Alcohol, Tobacco, Firearms and Explosives
  • Bureau of Consular Affairs
  • Butler County Emergency 9-1-1
  • Byas Wealth Management
  • CIMB Niaga
  • CURE Auto Insurance
  • Cabinet Office (Government Communication Service)
  • CaixaBank
  • Cambridge City Council
  • Canadian Light Source
  • Canal Insurance Company
  • Canopius Group
  • Capio
  • Carlsberg Group
  • Case Status
  • Cathay Financial Holdings
  • Cathay Pacific
  • Centers for Disease Control and Prevention
  • Centers for Medicare and Medicaid Services
  • Central Bank
  • Central Insurance
  • Chancellery of the Riigikogu (Parliament of Estonia)
  • Charité Universitätsmedizin Berlin
  • Cherry Technologies
  • China Merchants Bank
  • Choozle
  • Chula Vista Police Department
  • Cisco
  • Citi
  • City of Reno Public Safety Dispatch
  • Coast
  • Coinbase
  • Commercial Bank of Dubai
  • Commerzbank
  • Commodity Futures Trading Commission
  • Community Health Network
  • Contentsquare
  • Copenhagen Emergency Medical Services
  • Cornerstone OnDemand
  • Coventry Building Society
  • Crowell & Moring LLP
  • Crown Prosecution Service
  • Crédit Agricole Bank Polska
  • Customers Bank
  • DBS Bank
  • DBS Bank (Hong Kong)
  • DINUM (Direction interministerielle du numerique)
  • DZ BANK AG
  • Daikin Industries
  • DailyPay
  • Danske Bank
  • Darlington Building Society
  • Datasite
  • Definity
  • Department for Education
  • Department for Science, Innovation and Technology (Incubator for Artificial Intelligence)
  • Department for Transport
  • Deutsche Bank
  • Deutsche Kreditbank AG (DKB)
  • Deutsche Telekom
  • Digital Nasional Berhad
  • Direction générale des Finances publiques (DGFiP)
  • Discovery Bank
  • Donald and Barbara Zucker School of Medicine at Hofstra/Northwell
  • DoorDash
  • DuPont
  • Dubai Health
  • EQT
  • Ealing Council
  • Ecclesia Group
  • Elastic
  • Elephant Insurance
  • Elevance Health
  • Emirates NBD
  • Encova Insurance
  • Eneco eMobility
  • Essent
  • Europ Assistance
  • European Parliament
  • Federal Deposit Insurance Corporation
  • Federal Emergency Management Agency
  • Federal Housing Finance Agency
  • Federal Trade Commission
  • Financial Conduct Authority
  • Financial Times
  • Finshark
  • First Abu Dhabi Bank
  • First National Bank
  • First National Bank of Omaha (FNBO)
  • Five Below
  • Forbes
  • Fort Collins Police Services
  • Forvis Mazars in Germany
  • Foundry
  • France Travail
  • FreeWheel
  • Freie und Hansestadt Hamburg
  • Freshfields
  • Gallagher Bassett
  • Galt Police Department
  • Gannett
  • Gelato
  • Gemeente Amsterdam
  • Generali France
  • Generali Global Corporate & Commercial
  • Georgia-Pacific
  • Google
  • Government Digital Service
  • Great Ormond Street Hospital for Children NHS Foundation Trust
  • Great Southern Bank
  • GÖRG
  • HSBC
  • HYPE
  • Haynes International
  • Health Resources and Services Administration
  • Heber City Police Department
  • Heineken
  • Hillsborough County Sheriff's Office
  • Hiscox
  • Home Office
  • Hughes Network Systems
  • Human Managed
  • Humana
  • Husqvarna
  • ICICI Lombard
  • IHG Hotels & Resorts
  • ING
  • ING Bank
  • INPS (Istituto Nazionale della Previdenza Sociale)
  • Ice Miller
  • Ignition
  • Incore Bank
  • Innovation, Science and Economic Development Canada
  • Insurance Australia Group
  • Internal Revenue Service
  • Irish Life
  • J.P. Morgan Asset Management
  • JPMorgan Chase
  • Japan Exchange Group
  • JetBlue
  • KDDI
  • KU Leuven Association (LIBIS, KU Leuven Libraries)
  • Kaiser Permanente
  • Kinecta Federal Credit Union
  • Kinsale Capital Group
  • Komatsu
  • Korhorn Financial Group
  • Kuwait Finance House
  • L'Oréal
  • LATAM Airlines
  • LCL
  • Lancashire County Council
  • Lejre Municipality
  • Lemonade
  • Les Affaires
  • Lloyds Banking Group
  • Loadsure
  • Localiza
  • Lumen Technologies
  • M-DAQ Global
  • M42
  • MAG Seguros
  • MAIF
  • Ma'aden
  • Macfarlanes
  • Majid Al Futtaim Retail
  • Major League Baseball (MLB)
  • Man Group
  • Manulife
  • Mashreq
  • Masters Tournament (Augusta National)
  • Mattel
  • Mediclinic Middle East
  • Medtronic
  • Merck KGaA
  • Meta
  • Microsoft
  • Ministerio Público Fiscal de la Ciudad Autónoma de Buenos Aires
  • Ministry of Finance (United Arab Emirates)
  • Ministry of Human Resources and Emiratisation (MoHRE)
  • Ministry of Justice
  • Mizuho Financial Group
  • Mondelez International
  • Morgan Stanley
  • Morningstar
  • Mount Sinai Medical Center
  • Mozilla
  • NALA
  • NN Group
  • NYU Grossman School of Medicine
  • Nasdaq
  • NatWest Group
  • National Australia Bank
  • National Credit Union Administration
  • Nederlandse Spoorwegen
  • Newsquest
  • Nexo
  • Nirvana
  • Nissay Asset Management
  • Nomad eSIM
  • Norges Bank Investment Management
  • Northumbria Healthcare NHS Foundation Trust
  • Northwell Health
  • Novelis
  • O'Melveny & Myers
  • OCBC
  • OakNorth Bank
  • Office of the Comptroller of the Currency
  • Oman Public Prosecution
  • OmniTRAX
  • Onondaga County Department of Emergency Communications
  • Open Network Exchange (ONE)
  • Oportun
  • Orange
  • Origin Bank
  • Orrick
  • Osaic Advisors Fort Lauderdale
  • PKO Bank Polski
  • PLDT
  • PNC Financial Services
  • Parliamentary Counsel Office (New Zealand)
  • Pension Benefit Guaranty Corporation
  • Phorest
  • Politiken
  • Porto Seguro
  • Prudential plc
  • PureHealth
  • Purpose Legal
  • QBE Insurance Group
  • Qatar Ministry of Municipality
  • Quilter
  • RFG Advisory
  • RH-ISAC
  • Raiffeisen Bank International AG
  • Rand Merchant Bank
  • Rappler
  • Ratepay
  • Reed Smith
  • Regnology
  • Reid Health
  • Reserve Bank Innovation Hub (Reserve Bank of India)
  • Resident
  • Rho
  • Rivian
  • Rochester Police Department (Minnesota)
  • Rogo
  • Royal Canadian Mounted Police
  • Ryanair
  • SBF Group
  • SBLI
  • SEB
  • SEP2
  • SIGNAL IDUNA
  • SK Telecom
  • Salesforce
  • Sandvik Coromant
  • Santander UK
  • Saudi Energy
  • Save the Children
  • Schaeffler
  • Schneider Electric
  • Scotiabank
  • SeatGeek
  • Sedgwick
  • Serious Fraud Office
  • Shift4
  • Sibelco
  • Singapore Airlines
  • Sky Italia
  • Skyward Specialty Insurance Group
  • SoFi
  • Softcat
  • Somerset Council
  • Sopra Steria Scandinavia
  • St. Luke's University Health Network
  • Stanbic Bank Uganda
  • Standard Chartered
  • Sukoon Insurance
  • Sumitomo Mitsui Banking Corporation
  • Sun Life
  • Supremo Tribunal Federal
  • Sutter Health
  • Swindon Borough Council
  • Synovus Financial
  • T. Rowe Price
  • TD Bank Group
  • TD Securities
  • TIME
  • TPG Telecom
  • Taiwan Business Bank
  • Tekmetric
  • Telstra
  • Textron Aviation
  • The All England Lawn Tennis Club (Wimbledon)
  • The Master Trust Bank of Japan
  • The Office for Standards in Education, Children's Services and Skills
  • The Salvation Army General Insurance Corporation Limited (Sagic)
  • The Washington Post
  • Thomson Reuters
  • Tokio Marine & Nichido Fire Insurance
  • Toyota Motor Europe
  • Trace3
  • Transportation Security Administration
  • Travelers
  • TruGreen
  • Turing
  • TÜV SÜD
  • U.S. Department of Agriculture
  • U.S. Department of Housing and Urban Development
  • U.S. Department of Justice
  • U.S. Department of Justice, Civil Division
  • U.S. Department of Labor
  • U.S. Department of Transportation, Office of the Secretary
  • U.S. Department of Veterans Affairs
  • U.S. General Services Administration
  • U.S. Immigration and Customs Enforcement
  • U.S. Marshals Service
  • U.S. National Science Foundation
  • U.S. Securities and Exchange Commission
  • U.S. Social Security Administration
  • U.S. Trade and Development Agency
  • UAE Ministry of Justice
  • UBS
  • UC Merced Library
  • UHasselt (Hasselt University) Library
  • US Department of Veterans Affairs, Veterans Health Administration
  • UniSuper
  • United Bank Limited
  • United Overseas Bank (UOB)
  • United States Tennis Association (USTA)
  • University of Manchester
  • University of Manitoba Libraries
  • University of North Carolina at Chapel Hill
  • University of Westminster
  • Uphold
  • Vattenfall
  • Verizon
  • Veterans Benefits Administration
  • Veterans Health Administration
  • Virginia Tech
  • Visa
  • VitalityHealth
  • Vodafone
  • Wakam
  • Waseda University Library
  • Waterdrop
  • Waterford.org
  • Weave Communications
  • Wells Fargo
  • XP Inc.
  • Yorkshire Building Society
  • ZF Friedrichshafen
  • Zain Jordan
  • Zain Kuwait
  • ZhongAn Online P&C Insurance
  • Zillow
  • Zoom
  • Zurich Insurance Group
  • Zurich North America
  • allwhere
  • bunq
  • de Alliantie
  • gematik
  • ruya bank

Frequently asked questions

What are the most common summarization use cases?
Counted by organizations with a public deployment, the most common are real time AI assist for contact center agents (26 organizations), AI enterprise knowledge search for employees (20 organizations), AI for creating employee training and eLearning content (16 organizations), AI ambient scribe for clinical documentation (14 organizations) and AI legal research and drafting assistant for lawyers (13 organizations). The library documents 73 summarization use cases, 73 of them with a public deployment: 496 deployments by 435 organizations in 46 countries.
Which summarization use cases have proven results?
These use cases have a median result across at least 3 organizations, not counting vendor only claims: 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 ambient scribe for clinical documentation: median handling time reduction 22.5% across 4 deployments; real time AI assist for contact center agents: median handling time reduction 35% across 4 deployments; AI for inbound correspondence triage and routing: median accuracy 91% across 3 deployments.
How many of these AI deployments are live in production?
400 of the 496 public deployments are live: 320 in production and 80 scaled across the organization. 54 are pilots and 37 are announced.
Which summarization use cases are high risk under the EU AI Act?
5 use cases fall in the high risk tier: AI agent for drafting employee performance reviews, AI quality and compliance monitoring of every customer interaction, AI summarization of medical evidence for life and health underwriting, AI support for emergency call triage (112 and 911) and AI support for university admissions application review. For 29 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.