Industry

Cross industry AI use cases

Use cases that work the same way in every sector, such as customer service automation, employee help desks and document processing.

Use cases
66
Deployments
268
Organizations
219
Outcome disclosed
67%

66 Cross industry use cases

219 organizations in 30 countries run these use cases in public. 67% of those 268 deployments disclose a measurable outcome.

Cross industryBanking

AI agent for branch finding and appointment booking

A conversational agent that finds the nearest suitable location, checks opening hours and which services it offers, books an in person or video appointment with the right specialist, and records the reason for the visit so staff are prepared. In banking it answers "where is my nearest branch" and books the mortgage or business banker; the same job exists in retail, healthcare and property.

Deployments
4 public, best grade B
Autonomy
Autonomous
Cross industryTechnology and software

AI agent for cloud cost optimization and FinOps

An AI agent that continuously reads an organization's cloud usage and billing data, uses machine learning to separate normal spend from waste, and either rightsizes resources and buys a mix of committed capacity matched to forecast usage on its own within set limits, or proposes higher risk changes for an engineer to approve.

Deployments
2 public, best grade C
Reported cost reduction
at least 40%
Akamai Technologies, organization claim
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
Cross industryBanking

AI agent for early collections and hardship support

A voice and messaging agent that contacts customers in early arrears and answers their inbound calls, takes payments and sets up payment arrangements within preapproved rules, and recognises signs of hardship or vulnerability so those customers go straight to a trained person.

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

AI agent for first line contact centre service

An AI agent that answers the first line of inbound customer contact on phone, chat and messaging, resolves general and routine questions end to end in the customer's own language, and routes everything complex, sensitive or regulated to the right human team with the context attached.

Deployments
18 public, best grade B
Median containment rate
47%
7 deployments
Cross industryTechnology and software

AI agent for inbound lead qualification and meeting booking

An AI agent that engages inbound prospects the moment they arrive on the website, chat, messaging or the sales phone line, answers their first questions, qualifies them against the organization's criteria, and books a meeting or hands a ready conversation to the right salesperson, with the context written into the CRM.

Deployments
4 public, best grade C
Reported conversion uplift
19%
8x8, vendor claim
Cross industryBanking

AI agent for IT service desk resolution

An AI agent in Microsoft Teams, Slack or the intranet that takes the high volume IT support queue, such as password and MFA resets, account unlocks, VPN, device and software requests, and resolves common requests by acting in the identity and IT service management systems, handing the rest to the right resolver group with the context attached.

Deployments
6 public, best grade B
Reported employee adoption
94%
Mercari US, vendor claim
Cross industryRetail and ecommerce

AI agent for order status, delivery changes and returns

An AI agent that answers "where is my order", changes delivery details and arranges returns, exchanges and refunds end to end for online and omnichannel shoppers, 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
5 public, best grade B
Reported customer satisfaction
98%
BARK, vendor claim
Cross industryHealthcare

AI agent for outbound reminders and confirmations by voice and messaging

An AI agent that contacts customers about something they already booked or ordered (an appointment, a delivery, a reservation or a service visit) to remind them, confirm attendance and let them cancel or move it in the same conversation, by phone, SMS, WhatsApp or email. It is operational service outreach, not marketing: nothing is sold, and success is measured in kept appointments and reused slots, not in conversion.

Deployments
4 public, best grade B
Autonomy
Supervised agent
Cross industryTechnology and software

AI agent for outbound sales prospecting and personalized outreach

An AI agent that researches target accounts and contacts, drafts personalized outbound outreach (emails, LinkedIn messages and call scripts) from the campaign, the prospect's context and the sales goals, and sequences the follow ups, with a sales development rep approving or sending every message.

Deployments
7 public, best grade C
Autonomy
Copilot
Cross industryPharma and life sciences

AI agent for travel and expense report audit

An AI agent that checks every travel and expense report line against policy, receipts and prior submissions instead of a small manual sample, flags duplicates, altered receipts and policy violations with the evidence attached, and auto approves the clean majority so auditors spend their time on the reports that are genuinely risky.

Deployments
2 public, best grade C
Reported automation rate
72%
Databricks, vendor claim
Cross industryBanking

AI assistant for developers integrating a company's APIs

An AI assistant on a developer portal and in its documentation that answers integration questions, recommends the right endpoints, helps debug connections and generates sample calls, grounded in the API catalogue, reference docs and test material, so clients and partners integrate faster with fewer support tickets.

Deployments
4 public, best grade B
Reported contact deflection
30%
Mapbox, organization claim
Cross industryGovernment and public sector

AI assistant for employee onboarding

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

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

AI assistant for HR and policy questions

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

Deployments
4 public, best grade B
Reported employee adoption
99%
IBM, organization claim
Cross industryBanking

AI assistant for procurement and supplier contract review

An assistant for procurement and vendor management that reads supplier contracts and proposals, extracts the key terms, flags deviations from the organization's standard positions, drafts requests for proposal and evaluation matrices, and prepares negotiation positions, with a procurement or legal owner approving every conclusion.

Deployments
5 public, best grade B
Autonomy
Copilot
BankingCross industry

AI cash flow forecasting for corporate treasury

Machine learning and conversational analytics, offered by some banks inside their cash management platforms, that categorise a company's cash flows, forecast positions across accounts and currencies, and answer treasurers' questions in plain language, so the treasury team decides on funding and idle balances with better information and less spreadsheet work.

Deployments
5 public, best grade B
Reported productivity gain
about 90%
JPMorgan Chase, organization claim
Cross industryBanking

AI coding assistant for software developers

An AI assistant in the developer's IDE and code review flow that completes and generates code, explains unfamiliar modules, drafts unit tests and reviews pull requests for common defects, while generated code goes through the same review, testing and change controls as any other code.

Deployments
6 public, best grade B
Median productivity gain
20%
3 deployments
Cross industryBanking

AI copilot for marketing content with compliance pre review

A copilot that drafts campaign copy, product explainers and social posts on brand and in the customer's language from approved product facts, then runs a first pass compliance check against advertising rules and required disclosures, flagging unsupported claims and missing warnings before a human in marketing compliance approves publication.

Deployments
3 public, best grade B
Reported productivity gain
34%
Ally Financial, organization claim
Cross industryGovernment and public sector

AI document intelligence for unstructured forms and documents

AI that takes documents in any format, such as scanned forms, PDFs, photos, emails and handwritten notes, splits and classifies them, extracts the required fields with a confidence score, validates them against business rules and source systems, and sends only the uncertain cases to a person before the data enters the downstream process.

Deployments
5 public, best grade B
Reported accuracy
at least 90%
Ancine, vendor claim
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
BankingPayments and cards

AI for application and identity fraud detection

AI that checks incoming account and loan applications for forged or AI generated documents, synthetic and stolen identities, and coordinated application rings, by analysing documents, device and application data across the whole queue and cross checking against bureau and official sources.

Deployments
6 public, best grade B
Reported detection improvement
2.5x
Department for Work and Pensions, organization claim
Real estateCross industry

AI for building HVAC and energy optimization

AI that continuously predicts a building's heating, cooling and ventilation needs and adjusts setpoints, equipment sequencing and start times in real time through the existing building management system, instead of following fixed schedules, so the building uses less energy without a person retuning it by hand.

Deployments
2 public, best grade C
Reported energy savings
15.8%
Cammeby's International, vendor claim
Cross industryManufacturing

AI for cash application and remittance matching

AI that reads remittance advices in many formats, matches incoming customer payments to open receivable invoices, proposes deduction and short pay reason codes from prior resolutions, and routes only the genuine exceptions to a cash application analyst, so the accounts receivable sub ledger clears itself for the clean majority of payments.

Deployments
2 public, best grade C
Reported automation rate
98%
Keurig Dr Pepper, vendor 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
Cross industryBanking

AI for continuous controls testing and control self assessment

AI that moves control testing from periodic samples to continuous, full population assurance: it collects evidence from source systems, maps each artefact to the control it supports, tests every transaction or record against the control's rule, flags exceptions for a human to judge and prepares the risk and control self assessment from incident and loss data for the business to review.

Deployments
3 public, best grade B
Autonomy
Supervised agent
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
Logistics and transportationRetail and ecommerce

AI for customs classification and declaration preparation

AI that reads what is being shipped (the commercial invoice, the product data and sometimes a photo), proposes the tariff classification code with its reasoning and a confidence score, drafts the customs declaration with value, origin and parties, and sends only uncertain or high risk entries to a licensed customs specialist before filing.

Deployments
3 public, best grade B
Reported automation rate
90%
United Parcel Service, organization claim
Cross industryBanking

AI for drafting customer letters and outbound notices

AI that drafts the letters and notices operations must send at scale, such as arrears notices, decline letters, complaint responses, servicing confirmations and product change notices, from case data and approved templates and clauses, in the customer's language, for a person to approve where the notice is regulated.

Deployments
5 public, best grade B
Reported cycle time reduction
25%
SS&C GIDS and RS, 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
BankingPayments and cards

AI for fee and interest leakage detection

An independent verification layer that recomputes what each fee, FX margin, spread and interest charge should have been under the contract and pricing tables, compares it with what was actually billed, and surfaces overcharges and undercharges account by account for correction, customer remediation and revenue recovery.

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

AI for ledger and payment reconciliation

AI that matches entries across nostro and vostro statements, card and scheme settlement files, the general ledger and suspense accounts, proposes matches and clearing journals, and routes only the genuine breaks to an operator with a plain language explanation.

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

AI for recruitment screening and interview scheduling

AI that answers candidates' questions, collects applications in conversation, schedules interviews and, where the organization chooses, assesses applications against the job requirements for a recruiter, who makes every selection decision. In the EU, the screening part is a high risk AI system under Annex III point 4 of the AI Act.

Deployments
5 public, best grade B
Reported cycle time reduction
about 90%
Mastercard, organization claim
Cross industryProfessional services

AI for RFP, tender and sales proposal response drafting

AI that helps sales and bid teams answer requests for proposal, tenders, security questionnaires and sales proposals: it breaks the request into questions and requirements, retrieves approved answers and past proposals, drafts the response and a compliance matrix, and routes open points to subject matter experts, with a proposal manager reviewing everything before submission.

Deployments
4 public, best grade C
Reported cycle time reduction
80%
Industrialized Construction Group, vendor claim
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
Cross industryTechnology and software

AI for software vulnerability triage and remediation

AI that takes security findings from scanners, fuzzers and bug reports, filters out duplicates and false positives, reproduces and ranks the real ones, and drafts a code fix with a test for each, which a developer reviews and merges through the normal change process.

Deployments
4 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI for supplier invoice processing in accounts payable

AI that captures supplier invoices from any format, extracts header and line data, matches them to purchase orders and goods receipts, proposes tax and cost centre coding, flags duplicates and suspected fraud, and routes them for approval and posting, leaving only exceptions to accounts payable staff.

Deployments
4 public, best grade B
Reported productivity gain
80%
Kingfisher, organization claim
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 synthetic test data generation

AI that generates realistic synthetic datasets, such as customers, transactions, documents and conversations, which keep the structure and statistical properties of production data without containing real personal data, so teams can test software, train and validate models and run demos safely.

Deployments
7 public, best grade B
Reported cycle time reduction
75%
Patterson Dental, vendor claim
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
Cross industryManufacturing

AI internal talent marketplace for matching employees to projects, roles and mentors

An internal platform that uses AI to infer employees' skills and interests and recommend short term projects, open roles, mentors and learning to them, while showing managers which employees fit an opportunity, so that work is staffed from inside before hiring or contracting externally.

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

AI localization of marketing, product and web content

AI that translates and adapts an organization's commercial content, such as campaigns, emails, product pages, help content and websites, for each market and language, using the brand's glossary, style guide and past approved translations, and routes the output to human linguists and local marketers for review in proportion to how visible and risky the content is.

Deployments
3 public, best grade C
Reported cycle time reduction
10x
Swarovski, vendor claim
Cross industryTravel and hospitality

AI marketing personalization at scale

AI that runs marketing campaigns at the level of the individual: it decides for each customer which product, offer, message or content to show next across email, app, web and paid media, and generates the matching copy and creative variants within brand and compliance rules. It is the marketing team's engine across many campaigns and channels, not an agent that converses with the customer.

Deployments
7 public, best grade B
Reported conversion uplift
30%
Catchtable, 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
Retail and ecommerceCross industry

AI product content and catalog enrichment for online retail

AI that writes and repairs product content at catalog scale: it drafts titles, descriptions and image alt text, and extracts missing attributes such as color, size and material from supplier text and product images, then checks its own output before the content is published to the store and to search engines. A human owns the rules, the quality thresholds and the exceptions.

Deployments
4 public, best grade B
Reported quality score uplift
40%
Amazon, organization claim
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 industryManufacturing

AI quote and estimate generation from customer requirements

AI that turns what a customer sends, such as a product list, a drawing, a roof photo or a request for quotation, into a draft quote: it reads the input, matches items to the catalog, calculates quantities and applies the organization's price rules, and hands the draft to a seller or estimator who checks and sends it.

Deployments
3 public, best grade C
Reported handling time reduction
87.5%
Enpal, 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 industryBanking

AI roleplay training for customer conversations

A training simulator in which generative AI plays a realistic customer, by voice or text, so service, sales and crisis staff can rehearse difficult conversations as often as they need before they handle live ones, and receive structured feedback against the organization's own standards.

Deployments
3 public, best grade B
Reported conversion uplift
21%
GoHealth, 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
Cross industryRetail and ecommerce

AI shopping assistant for product discovery and recommendations

A conversational assistant on a retailer's site or app that answers product questions, compares items and recommends products from the retailer's own catalog for a need, project or occasion described in the shopper's own words, grounded in product data, reviews and stock, and hands the shopper to a basket, a store or a human expert.

Deployments
5 public, best grade B
Reported conversion uplift
3x
Sun & Ski Sports, vendor claim
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
Cross industryBanking

AI system and model inventory with shadow AI discovery

A governed register of every AI system and model an organization builds, buys or uses, with its owner, purpose, data, risk tier and approval status, kept current by AI that discovers unregistered use, reads the documentation and assembles the evidence a board, auditor or supervisor asks for.

Deployments
4 public, best grade B
Autonomy
Copilot
Technology and softwareGovernment and public sector

AI that turns requirements into user stories, acceptance criteria and test cases

AI that reads product requirements, specifications or recorded sessions, checks them for gaps, ambiguity and contradictions, and drafts structured user stories, acceptance criteria and test cases (for example in Gherkin) that QA engineers review, with each item traced back to the requirement it covers.

Deployments
5 public, best grade B
Reported cycle time reduction
67%
LTIMindtree, vendor claim
Media and entertainmentEducation

AI transcription, subtitles and captions for audio and video

AI that transcribes recorded audio and video, such as podcasts, broadcasts, lessons, interviews and hearings, in several languages, separates the speakers and produces timed transcripts, subtitles and captions for a human editor to check, delivered as files for publishing or the archive.

Deployments
5 public, best grade C
Reported cost reduction
50%
Warner Bros. Discovery, vendor claim
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

Governed text to SQL analytics assistant

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

Deployments
3 public, best grade B
Autonomy
Assist
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 268 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across Cross industry use cases
KPIMedianReported rangeData pointsClaimed by
Productivity gain50%
8.7% to 90%
Not pooled: up to 90%, up to 87.5%
19plus 2 up to7 organization, 12 vendor
Cycle time reduction75%
25% to 90%
Not pooled: up to 70%, up to 30%
13plus 2 up to2 organization, 11 vendor
Handling time reduction79%
20% to 97%
Not pooled: up to 5%
10plus 1 up to1 organization, 9 vendor
Accuracy90%
42% to 100%
93 organization, 6 vendor
Containment rate56.5%
44% to 94%
83 organization, 5 vendor
Cost reduction63%
40% to 95%
Not pooled: up to 70%
7plus 1 up to2 organization, 5 vendor
Deployments by stage
  • Announced
    9
  • Pilot
    22
  • Production
    163
  • Scaled
    71
  • Paused or rolled back
    3
Public deployments by region
  • North America
    137
  • Europe
    59
  • Global
    40
  • Asia Pacific
    21
  • Latin America
    6
  • Middle East
    4
  • Africa
    1

Organizations with a public deployment

7-Eleven Vietnam, 8x8, A&O Shearman, A-LIGN, ANS, ANZ, Accenture, Acentra Health, Administration for Children and Families, Air India, Airbnb, Akamai Technologies, Ally Financial, Amazon, American Addiction Centers, Amtrak, Ancine, Ashurst Perkins Coie, Ateme, Avanade, BARK, BCU, BT Group, Banco Bradesco, Bank of America, Bank of the Philippine Islands, Bayer, Best Buy, Board of Governors of the Federal Reserve System, Boomi, Bosch Digital, British Columbia Investment Management Corporation, British Gas, BrowserStack, CME Group, CNG Holdings, Cammeby's International, CarMax, Carlsberg Group, Case Status, Catchtable, Centers for Disease Control and Prevention, Centers for Medicare and Medicaid Services, Central Bank, Chipotle Mexican Grill, CircleCI, Citi, Close Brothers Motor Finance, Comeen, Commonwealth Bank of Australia, Comrade Trustee Services, Contentsquare, Continental AG, DBS Bank, DHL Express, Databricks, Day Knight & Associates, DeAcero, Definity, Department for Work and Pensions, Domino's Pizza, DoorDash, Dun & Bradstreet, Ecclesia Group, Encova Insurance, Enpal, Equinix, Etsy, Federal Bureau of Prisons, Federal Deposit Insurance Corporation, Federal Housing Finance Agency, Federal Trade Commission, Financial Conduct Authority, First National Bank, General Services Administration, Ginnie Mae, GoHealth, Gojob, Google, Government Digital Service, GroupeActive, HYPE, Health Resources and Services Administration, Hemominas, Hiscox, Hughes Network Systems, Human Managed, IBM, Industrialized Construction Group, Ingka Group, Internal Revenue Service, JPMorgan Chase, JetBlue, KPMG, Keurig Dr Pepper, Kin Insurance, Kingfisher, Klarna, LTIMindtree, Labelbox, LinkedIn, Lionbridge, Lloyds Banking Group, Loadsure, Lowe's, Loyola University Chicago, Lufthansa Group, Lumen Technologies, MOGUL.sg, Majid Al Futtaim Retail, Mapbox, Mastercard, Mattel, Mercari US, Merge, Merkur Versicherung AG, Meta, Microsoft, Ministry of Justice, Mizuho Financial Group, Mobily, Morgan Stanley, NatWest Group, National Aeronautics and Space Administration, National Bank of Greece (Cyprus), Next, Nomad eSIM, Office of Management and Budget, Oportun, Oyster, Pacers Sports & Entertainment, PatientPoint, Patterson Dental, Payoneer, Pegasus Airlines, Pension Benefit Guaranty Corporation, Prysmian, Pupuk Indonesia, Purpose Legal, Radisson Hotel Group, ResMed, Rho, Rivian, Rocket Mortgage, SBF Group, SEB, SEP2, SIGNAL IDUNA, SS&C Technologies, SUSE, SameDay Auto Finance, Sandvik Coromant, Schneider Electric, SeatGeek, Serious Fraud Office, Sheffield Children's NHS Foundation Trust, Softcat, Square Enix, St. Luke's University Health Network, State Bank of India, Sun & Ski Sports, Sveriges Television (SVT), Swarovski, TD Bank, Takeda, Telkomsel, Telstra, The Master Trust Bank of Japan, The ODP Corporation, Together Credit Union, Toyota Motor Europe, Trace3, Transportation Security Administration, Travelers, Turing, TÜV SÜD, U.S. Bank, U.S. Citizenship and Immigration Services, 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 Veterans Affairs, U.S. Department of the Interior, 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, Uber Technologies, Unifonic, Unilever, United Parcel Service, University Hospitals Coventry and Warwickshire NHS Trust, VERMEG, Veolia, Verdantas, Veterans Benefits Administration, Veterans Health Administration, Virgin Voyages, VitalityHealth, Vituity, Vodafone, Vodafone Germany, Volvo Group, Walmart, Warner Bros. Discovery, WellSpan Health, Wells Fargo, World Food Programme, XP Inc., ZLS Zoll und Logistikservice GmbH, Zalando, Zoom, Zurich Insurance Group, eBay, monday.com.