AI pattern

Summarization use cases

Condensing conversations, documents or cases into short, structured summaries.

Use cases
59
Deployments
224
Organizations
189
Outcome disclosed
54%

59 Summarization use cases

189 organizations in 26 countries run these use cases in public. 54% of those 224 deployments disclose a measurable outcome.

Cross industryBanking

AI agent for complaints recognition, investigation and response

An AI agent that recognizes when a customer interaction is a complaint, logs it against the regulatory definition, classifies its root cause and severity, gathers the evidence, drafts the acknowledgement and the response for a human handler to approve, and tracks every statutory deadline until the case is closed.

Deployments
2 public, best grade B
Reported time saved per task
about 5 minutes
Lloyds Banking Group, organization claim
Cross industryTechnology and software

AI agent for data quality monitoring and observability

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

Deployments
2 public, best grade C
Reported productivity gain
50%
SeatGeek, vendor claim
Cross industryTechnology and software

AI agent for drafting employee performance reviews

An assistant that gathers an employee's work history, goals and peer feedback from the systems a manager already uses, and drafts a first version of the performance review for the manager to edit, rewrite or reject, so the manager starts from a grounded summary instead of a blank form and a stack of six months of context to recall from memory.

Deployments
2 public, best grade C
Reported cycle time reduction
84%
Case Status, vendor claim
BankingPayments and cards

AI agent for fraud alert triage

An AI agent that works the fraud alert queue behind the scenes as the 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
2 public, best grade C
Autonomy
Supervised agent
Wealth and asset managementBanking

AI agent for source of wealth due diligence in private banking

An AI agent that reads a prospective private client's documents, extracts and corroborates how their wealth was built, 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
3 public, best grade B
Autonomy
Copilot
Healthcare

AI ambient scribe for clinical documentation

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

Deployments
3 public, best grade B
Reported handling time reduction
8.2%
Great Ormond Street Hospital for Children NHS Foundation Trust, organization claim
Media and entertainment

AI answer engine for readers built on a publisher's own journalism

A generative AI search and answer tool on a publisher's own site or app that answers readers' questions 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
3 public, best grade B
Autonomy
Autonomous
BankingPayments and cards

AI assistant for corporate and commercial client servicing

A conversational assistant inside the corporate banking portal, app and messaging channels that answers finance and treasury teams' servicing questions, such as payment status, balances, cut off times, fees and how to submit an instruction, resolves routine requests end to end and hands the rest to a service specialist who has an AI copilot.

Deployments
2 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

An AI assistant that screens the market for acquisition or investment targets, builds company profiles, and speeds up due diligence by reading data room documents, extracting key terms and risks and drafting the investment or diligence memo, for the deal team to verify and decide.

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

AI assistant for insurance brokers and agents

An AI assistant for tied agents, independent brokers, advisors and the insurer's own distribution staff that answers product, underwriting and process questions from approved sources, 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 for relationship managers, mainly in corporate and commercial banking, whose main job is preparation: before a client meeting it assembles a briefing pack from filings, news, internal notes, product holdings and upcoming maturities, and afterwards it turns the banker's notes into a structured call report and CRM update. Unlike a meeting notetaker, which centres on capturing the conversation, it centres on the credit and cross sell context around the meeting; wealth advisor tools that also prepare meetings overlap with it. The banker reviews every output.

Deployments
3 public, best grade B
Autonomy
Copilot
Insurance

AI copilot for insurance pricing and actuarial analysis

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

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

AI copilot for network operations centre fault triage

AI in the network operations centre (NOC) that correlates alarms and performance data from radio, transport, core and fixed networks into a small number of probable faults, ranks them 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
6 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 generative AI assistant for the people who run and repair machines in plants, workshops and service centres: it answers fault and procedure questions from equipment manuals, fault reports, shift logs and live machine data, in the technician's language, with links to the sources, so faults are diagnosed faster and expert knowledge is not lost when experienced staff retire.

Deployments
3 public, best grade B
Reported time saved per task
up to 18 minutes
Textron Aviation, vendor claim
BankingPayments and cards

AI copilot for SAR and STR narrative drafting

Generative AI that drafts the narrative of a single suspicious activity or suspicious transaction report from the investigation file (who, what, when, where, why and how), with every fact linked to its source record, so the investigator verifies, edits and files instead of starting from a blank page. It works case by case, unlike the periodic data returns of regulatory reporting.

Deployments
4 public, best grade B
Autonomy
Copilot
Insurance

AI copilot for underwriting risk assessment

A copilot that assembles everything relevant to a risk (the submission, loss history, internal guidelines, 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
Government and public sector

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

A generative AI assistant that drafts replies to correspondence from the public and elected representatives, briefings, submissions and summaries for civil servants, 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
5 public, best grade B
Autonomy
Copilot
Banking

AI early warning and covenant monitoring for loan portfolios

A monitoring system that tracks covenant tests and borrower reporting across a loan book, reads financials, filings and news, and combines them with payment and sector signals to flag borrowers whose credit is deteriorating, with the evidence and a suggested next step for the relationship manager.

Deployments
3 public, best grade C
Autonomy
Assist
Cross industryBanking

AI enterprise knowledge search for employees

An assistant that lets any employee ask a question in plain language and get a synthesized answer from the organization's own policies, procedures, product manuals and research, with citations to the source documents and only from documents the employee is allowed to see.

Deployments
4 public, best grade B
Autonomy
Assist
Banking

AI examination of trade documents under letters of credit and collections

AI that reads the full document presentation under a letter of credit or collection (bill of lading, commercial invoice, packing list, certificates), extracts and cross checks the data, tests it against the instructions and the ICC rules (for letters of credit, the credit terms, UCP 600 and ISBP), and lists discrepancies by severity with the rule cited, so qualified examiners focus on the genuine exceptions.

Deployments
3 public, best grade B
Autonomy
Supervised agent
BankingPayments and cards

AI for AML transaction monitoring alert triage

Machine learning and AI agents that score anti money laundering alerts for genuine risk, close clear false positives with a written and stored rationale, and hand investigators the remaining alerts already enriched with the customer, counterparty and transaction context.

Deployments
8 public, best grade B
Reported false positive reduction
86%
Shift4, vendor claim
BankingPayments and cards

AI for business onboarding (KYB) and beneficial ownership discovery

An AI agent that builds the know your business (KYB) due diligence file for a new or reviewed corporate client, before any account is opened: it collects registry, incorporation and ownership documents, resolves the entity across sources, maps the ownership chain through holding companies, nominees and trusts to the ultimate beneficial owners, screens the entity and its owners, and presents a risk scored case for a compliance analyst to decide.

Deployments
3 public, best grade C
Reported automation rate
25%
BNY, organization claim
Insurance

AI for claims triage and straight through processing

AI that reads each new insurance claim and its documents, scores its complexity, cover questions, fraud and recovery signals, sends it to the right handling path and handler, and settles simple, low risk claims end to end within set limits without a person touching them.

Deployments
7 public, best grade B
Reported automation rate
about 55%
Lemonade, organization claim
Cross industryBanking

AI for complaints root cause and systemic issue analysis

AI that reads the free text of complaints across all channels, clusters them into themes, separates systemic causes from one off events, links each theme to the product, process or control behind it and routes the insight to the owner who can fix it, with a human validating every root cause and every remediation.

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

AI for court and case file summarization

AI that condenses court filings, case files, evidence recordings and earlier decisions into structured summaries, chronologies and draft case reports with references to the source pages, so that judges, prosecutors, tribunal staff and government lawyers find what matters faster, while the person responsible reads the underlying material and makes every legal judgment.

Deployments
4 public, best grade B
Autonomy
Copilot
Cross industryGovernment and public sector

AI for creating employee training and eLearning content

Generative AI that helps learning and development teams turn source material such as procedures, product documentation and policies into training: course outlines, lesson text, quizzes, narration, avatar videos and translations, which instructional designers and subject matter experts review before publishing.

Deployments
5 public, best grade B
Reported cycle time reduction
90%
Zoom, vendor claim
Cross industryProfessional services

AI for eDiscovery and disclosure document review

AI that sorts, prioritises and codes large collections of emails, chats and files for relevance, issues and legal privilege in litigation, investigations and regulatory requests, so that lawyers review the documents most likely to matter and can show the court how the rest were handled.

Deployments
4 public, best grade B
Reported cycle time reduction
85%
Purpose Legal, vendor claim
InsuranceHealthcare

AI for health insurance prior authorization and claims adjudication support

AI that reads prior authorization requests, medical claims and appeals with their clinical and billing documents, extracts diagnoses, treatments and costs, checks them against the policy and published clinical criteria, and prepares a summary and recommendation for a clinician or adjudicator, who makes every adverse decision.

Deployments
5 public, best grade B
Reported handling time reduction
about 50%
Acentra Health, vendor claim
Cross industryBanking

AI for inbound correspondence triage and routing

AI that sorts inbound correspondence before anyone answers it: it takes every inbound letter, email, upload and secure message into one intake, identifies what it is, extracts the key fields, links it to the right customer and account, sets priority and routes it to the right team or workflow, replacing the manual sorting desk.

Deployments
6 public, best grade B
Reported accuracy
91%
Travelers, vendor claim
Cross industryBanking

AI for IT incident triage and root cause analysis (AIOps)

AI that turns a flood of monitoring alerts into one probable incident, routes it to the right team, proposes likely root causes and remediation from runbooks and past incidents, and drafts the stakeholder updates and the post incident review, while an engineer authorizes every change.

Deployments
5 public, best grade B
Median accuracy
90%
3 deployments
Cross industryBanking

AI for legacy code modernization

AI that reads legacy code such as COBOL, PL/I or old Java, explains what each program does, maps its data flows and dependencies, drafts the equivalent modern code or specification, and generates the regression tests needed to prove the new system behaves like the old one.

Deployments
5 public, best grade B
Reported cycle time reduction
about 50%
Google, organization claim
Capital marketsBanking

AI for market abuse surveillance alert triage

AI that helps surveillance analysts triage market abuse and conduct alerts, such as spoofing, layering, wash trades, ramping and insider dealing, by gathering the trade, order, news and communications context, explaining in plain language what triggered each alert and drafting the investigation narrative for the analyst to disposition.

Deployments
5 public, best grade B
Reported handling time reduction
about 33%
Nasdaq, organization claim
Payments and cardsTechnology and software

AI for merchant underwriting and risk monitoring

AI that helps acquirers, payment facilitators and software platforms with embedded payments decide which merchants to accept and on what terms, by checking what a business really sells and how risky it is at onboarding, and then watches every active merchant for changes in behaviour, ranking the few that need an analyst so fraud, prohibited trade and credit losses are caught early.

Deployments
4 public, best grade B
Reported alert volume reduction
about 89%
Weave Communications, vendor claim
BankingPayments and cards

AI for money mule account and network detection

Graph and behavioural machine learning that finds money mule accounts and the networks around them, such as circular flows, layering chains and clusters of newly linked accounts, and supports investigators in tracing scam proceeds and restricting accounts before the money is gone.

Deployments
3 public, best grade B
Autonomy
Copilot
BankingPayments and cards

AI for PEP and adverse media screening

AI that continuously scans news, court records, registries and other open sources in many languages for negative information and political exposure linked to customers, counterparties and beneficial owners, discards look alikes, and summarises credible risk for the analyst with the sources attached.

Deployments
7 public, best grade B
Reported handling time reduction
at least 60%
Save the Children, vendor claim
BankingPayments and cards

AI for perpetual KYC and event driven customer due diligence

AI that keeps each customer's due diligence file current by replacing calendar driven KYC reviews with continuous, event driven refreshes: it watches for trigger events such as a change of ownership, address, behaviour or a new adverse finding, refreshes the file automatically where it can, and involves an analyst only when something material has changed. The risk rating itself and the first file for a new business client are separate use cases.

Deployments
5 public, best grade B
Reported cost reduction
40%
JPMorgan Chase, organization claim
Cross industryBanking

AI for policy drafting and policy gap analysis

An assistant that takes a new or changed obligation, finds every internal policy, standard and procedure it touches, flags clauses that now conflict or are silent, and drafts the updated wording in house style as a redline for the policy owner to approve.

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

AI for public consultation response analysis

AI that reads every free text response to a public consultation or rulemaking comment period, proposes themes, maps each response to the themes that officials have validated, flags duplicates, campaign letters and responses that need special attention, and produces counts and summaries for the analysts who write the government's response.

Deployments
5 public, best grade B
Reported accuracy
at least 92%
Department for Transport, organization claim
BankingInsurance

AI for regulatory report assembly

AI that assembles periodic and data driven regulatory filings and returns, such as prudential and statistical returns, threshold and transaction reports and disclosure packs, by pulling data into the regulator's schema, validating it, reconciling figures to source, explaining movements against prior periods and drafting commentary, before a named officer reviews and submits. Narratives for individual suspicious activity cases are a separate use case.

Deployments
2 public, best grade B
Autonomy
Copilot
Cross industryHealthcare

AI for security alert triage and investigation in the SOC

An AI agent in the security operations centre that picks up each new alert or user reported phishing email, gathers the evidence from the SIEM, endpoint, identity and threat intelligence tools, gives a verdict with its reasoning and a draft incident summary, and closes clear false positives while an analyst approves every containment action.

Deployments
7 public, best grade B
Median productivity gain
60%
3 deployments
Insurance

AI for subrogation opportunity detection

AI that reads open and closed claims to find cases where a third party is wholly or partly liable, estimates liability and the recoverable amount under the applicable negligence and recovery rules, and sends scored recovery opportunities with their reasons to the subrogation team.

Deployments
2 public, best grade B
Autonomy
Assist
Cross industryGovernment and public sector

AI for support knowledge article generation and maintenance

AI that drafts knowledge base articles from resolved tickets, cases and conversations, detects questions the knowledge base does not answer and articles that are outdated or contradict each other, and proposes new or revised articles for a knowledge owner to review and publish.

Deployments
4 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI for third party and vendor risk due diligence

AI that reviews a vendor's security questionnaires, SOC and assurance reports, contracts and model documentation against the organization's control requirements, researches the vendor's ownership, sanctions, financial health and adverse media, drafts the risk assessment for a human to approve and keeps the register of material service providers current with ongoing monitoring.

Deployments
4 public, best grade B
Autonomy
Copilot
Cross industryRetail and ecommerce

AI for voice of the customer and feedback analysis

AI that reads every piece of free text customer feedback, such as survey verbatims, NPS comments, reviews, social posts, chat and call transcripts, and turns it into themes, sentiment, drivers and suggested actions that a named owner can act on, so the organization hears all of its customers instead of a sample.

Deployments
5 public, best grade B
Reported accuracy
84%
SBF Group, vendor claim
Wealth and asset managementBanking

AI generated client portfolio reports and commentary

AI that drafts each client's periodic portfolio commentary and report narrative (performance, attribution, what drove returns, positioning and outlook) in plain language and in the client's language, where every figure comes from the portfolio system of record and a reviewer approves the text before delivery.

Deployments
2 public, best grade C
Autonomy
Copilot
Professional servicesCross industry

AI legal research and drafting assistant for lawyers

A generative AI assistant for lawyers in firms, legal departments and public bodies that finds and summarises case law, legislation and internal know how, answers legal questions with citations and drafts first versions of memos, briefings, letters and filings, which a lawyer verifies and signs off.

Deployments
4 public, best grade B
Reported productivity gain
about 45%
Ashurst Perkins Coie, organization claim
Wealth and asset managementBanking

AI meeting notes and CRM update for wealth advisors

An AI notetaker for wealth advisors that turns a client advice meeting, recorded with the client's consent, into the file note, follow up message and CRM record the firm needs to evidence its advice; unlike a general meeting summarizer, its output becomes part of the regulated client record. It drafts a structured note with the client's goals, circumstances, decisions and action items, and writes it into the CRM once the advisor has approved it.

Deployments
6 public, best grade B
Reported productivity gain
15%
SEB, vendor claim
Cross industryGovernment and public sector

AI meeting summarization and action items

AI that summarizes internal and operational meetings, such as team, project, board and case meetings: it transcribes an online or in person meeting with the participants' knowledge and produces a summary, decisions and action items with owners and dates for the organizer to check and share. It is the general purpose tool; client advice meetings and sales calls, which feed a regulated record or a sales pipeline, have their own pages.

Deployments
5 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI quality and compliance monitoring of every customer interaction

Automated quality assurance that transcribes and scores every customer interaction, voice and chat, against the organization's own rubric, checking required disclosures and script adherence, flagging conduct and mis selling risk, and surfacing coaching opportunities, instead of the small sample a human QA team can review.

Deployments
5 public, best grade C
Reported quality score uplift
about 10%
British Gas, vendor claim
Cross industryBanking

AI regulatory horizon scanning and obligation mapping

An AI system that continuously reads publications from the regulators and standard setters an organization answers to, classifies each item by relevance and urgency, breaks new rules into individual obligations and maps them to the internal policies and controls that meet them, so compliance owners see what changed and where the gaps are.

Deployments
2 public, best grade B
Autonomy
Assist
Cross industryGovernment and public sector

AI reply drafting for customer email and support tickets

A copilot for asynchronous service work that drafts the reply to an incoming customer email, message or ticket once it has reached an agent: it summarizes the request, pulls the relevant customer data and approved knowledge, and drafts a reply in the organization's tone and the customer's language for the agent to check, edit and send. Live calls and chats, and the sorting of the inbox itself, are separate use cases.

Deployments
6 public, best grade B
Reported cycle time reduction
about 50%
HYPE, vendor claim
Cross industryTelecommunications

AI sales call coaching and CRM update

AI for sales teams that analyses sales calls and meetings against the team's own sales method to coach sellers and their managers, and writes the call summary, next steps and opportunity updates into the CRM for the seller to confirm. Its purpose is winning deals and building selling skill, not the regulated advice record or general meeting notes.

Deployments
4 public, best grade C
Reported time saved per task
3 minutes
Sandvik Coromant, organization claim
Banking

AI screening of trade finance transactions for trade based money laundering

AI that screens every trade finance transaction for financial crime risk: it checks parties, vessels and ports against sanctions and watchlists, tests goods descriptions against dual use and controlled goods lists, compares unit prices with benchmarks for over or under invoicing, and reads trade documents and messages for laundering red flags, then prepares a case narrative for a human investigator.

Deployments
3 public, best grade C
Autonomy
Supervised agent
Cross industryGovernment and public sector

AI spend classification and spend analytics for procurement

AI that reads purchase orders, invoices, card transactions and contracts and assigns each line of spend to a category in the organization's taxonomy, and to the right supplier, so that procurement can see what is bought, from whom and where to consolidate or negotiate.

Deployments
4 public, best grade B
Autonomy
Supervised agent
Wealth and asset managementCapital markets

AI summaries of investment research and the house view

An AI assistant that condenses long research reports, overnight market moves and the house view into short, sourced briefings for advisors and analysts, answers "what is our view on X" on demand, and adapts approved research for different client segments and languages, with every figure traced to the original research.

Deployments
4 public, best grade B
Reported time saved per task
up to 120 minutes
Deutsche Bank, organization claim
Insurance

AI summarization of medical evidence for life and health underwriting

AI that reads the medical evidence behind a life or health insurance application (attending physician statements, electronic health records, lab results and disclosures), turns it into a structured, cited summary of conditions, treatments and dates, and maps it to the insurer's underwriting manual so an underwriter can decide faster and more consistently.

Deployments
2 public, best grade B
Autonomy
Copilot
Government and public sectorHealthcare

AI support for emergency call triage (112 and 911)

AI that supports emergency call takers and dispatchers during 112 and 911 calls, with live transcription, translation, summaries, location cues and alerts for critical conditions such as cardiac arrest, while the call taker keeps every triage and dispatch decision.

Deployments
3 public, best grade B
Autonomy
Assist
Cross industryBanking

Generative AI copilot for internal audit

A copilot for internal auditors that drafts planning memos and document request lists from prior audits, summarises large evidence sets, builds risk and control matrices from policies and process documents, and drafts findings and reports, with every statement traceable to its evidence and a qualified auditor accountable for every conclusion.

Deployments
3 public, best grade C
Reported handling time reduction
55%
Banco Bradesco, vendor claim
Cross industryBanking

Real time AI assist for contact centre agents

A real time copilot for human contact centre agents during a live call or chat: it transcribes the conversation as it happens, surfaces the relevant knowledge and next step, drafts responses, and writes the after call summary and CRM notes, while the agent stays in control of what is said and done.

Deployments
5 public, best grade B
Reported productivity gain
15%
Definity, vendor claim

What the evidence says

Computed from the 224 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
Handling time reduction50%
8.2% to 97%
Not pooled: up to 50%, up to 5%
10plus 2 up to2 organization, 8 vendor
Productivity gain47.5%
13.4% to 70%
Not pooled: up to 80%
10plus 1 up to3 organization, 7 vendor
Cycle time reduction50%
20% to 95%
93 organization, 6 vendor
Accuracy91.5%
42% to 100%
Not pooled: up to 99%
8plus 1 up to4 organization, 4 vendor
Time saved per task5 minutes
3 minutes to 120 minutes
Not pooled: up to 225 minutes, up to 120 minutes, up to 18 minutes
5plus 3 up to3 organization, 2 vendor
Automation rate56%
25% to 99%
Not pooled: up to 70%
4plus 1 up to3 organization, 1 vendor
Deployments by stage
  • Announced
    14
  • Pilot
    23
  • Production
    141
  • Scaled
    43
  • Paused or rolled back
    3
Public deployments by region
  • North America
    104
  • Europe
    57
  • Global
    28
  • Asia Pacific
    26
  • Latin America
    4
  • Africa
    3
  • Middle East
    2

Organizations with a public deployment

A&O Shearman, ANZ, Commonwealth Bank, NAB, Suncorp Bank and Westpac (BioCatch Trust Australia), ANZ, HSBC and Lloyds Banking Group, Accelerant Holdings, Acentra Health, Administration for Children and Families, Admiral Seguros, AdvanceCare, Airbnb, Airwallex, Allianz Partners, Amazon, American International Group, Arch Capital Group, Ashurst Perkins Coie, Australia Post, Avanade, BMO and Amalgamated Bank, BMW Group, BNY, Baltimore City 911 (Emergency Communications), Banco Bradesco, Bank of America, Bank of Singapore, Bell Canada, BigPay, Board of Governors of the Federal Reserve System, Bowhead Specialty, British Columbia Investment Management Corporation, British Gas, Cabinet Office (Government Communication Service), Carlsberg Group, Case Status, Centers for Disease Control and Prevention, Centers for Medicare and Medicaid Services, Central Bank, Central Insurance, Citi, Coast, Commerzbank, Commodity Futures Trading Commission, Contentsquare, Copenhagen Emergency Medical Services, Crown Prosecution Service, DBS Bank, Datasite, Definity, Department for Education, Department for Science, Innovation and Technology (Incubator for Artificial Intelligence), Department for Transport, Deutsche Bank, Deutsche Telekom, DoorDash, EQT, Ecclesia Group, Elephant Insurance, Encova Insurance, Europ Assistance, Federal Deposit Insurance Corporation, Federal Housing Finance Agency, Federal Trade Commission, Financial Conduct Authority, Financial Times, Finshark, First National Bank, First National Bank of Omaha (FNBO), Freshfields, Galt Police Department, Gemeente Amsterdam, Generali France, Generali Global Corporate & Commercial, Georgia-Pacific, Google, Government Digital Service, Great Ormond Street Hospital for Children NHS Foundation Trust, HSBC, HYPE, Health Resources and Services Administration, Hiscox, Hughes Network Systems, Human Managed, ICICI Lombard, Incore Bank, Internal Revenue Service, JPMorgan Chase, Japan Exchange Group, KDDI, Kaiser Permanente, Kinsale Capital Group, Lemonade, Lloyds Banking Group, Loadsure, Lumen Technologies, M-DAQ Global, MAIF, Majid Al Futtaim Retail, Manulife, Mashreq, Mattel, Meta, Microsoft, Ministry of Justice, Mizuho Financial Group, Morgan Stanley, Nasdaq, NatWest Group, National Credit Union Administration, Nexo, Nomad eSIM, OCBC, OakNorth Bank, Oportun, Orange, Origin Bank, PNC Financial Services, Prudential plc, Purpose Legal, Quilter, Rand Merchant Bank, Ratepay, Reserve Bank Innovation Hub (Reserve Bank of India), Rho, Rivian, Rogo, SBF Group, SEB, SEP2, SIGNAL IDUNA, Sandvik Coromant, Santander UK, Save the Children, Scotiabank, SeatGeek, Sedgwick, Serious Fraud Office, Shift4, Skyward Specialty Insurance Group, Softcat, St. Luke's University Health Network, Stanbic Bank Uganda, Standard Chartered, Sumitomo Mitsui Banking Corporation, Sun Life, Supremo Tribunal Federal, TD Bank, TIME, Tekmetric, Telstra, Textron Aviation, The Master Trust Bank of Japan, The Washington Post, Tokio Marine & Nichido Fire Insurance, Toyota Motor Europe, Trace3, Transportation Security Administration, Travelers, 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 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, UBS, US Department of Veterans Affairs, Veterans Health Administration, UniSuper, United Bank Limited, United Overseas Bank (UOB), Uphold, Veterans Benefits Administration, Veterans Health Administration, Visa, VitalityHealth, Vodafone, Waterdrop, Weave Communications, Wells Fargo, XP Inc., Zoom, Zurich Insurance Group, Zurich North America.