AI pattern

Classification and routing use cases

Understanding what a message, case or transaction is about and sending it to the right queue, team or process.

Use cases
73
Deployments
282
Organizations
240
Outcome disclosed
59%

73 Classification and routing use cases

240 organizations in 31 countries run these use cases in public. 59% of those 282 deployments disclose a measurable outcome.

Telecommunications

Agentic AI for autonomous, intent based network operations

AI agents that run closed loops over a telecom network: they take an intent from the operator (for example a latency or availability target for a service), observe the network, diagnose deviations and execute corrective actions across radio, transport and core, within guardrails set by engineers and with human approval for major changes.

Deployments
6 public, best grade B
Reported cycle time reduction
at least 95%
Deutsche Telekom, organization claim
BankingPayments and cards

AI agent for card dispute intake

A customer facing AI agent that handles the "I do not recognise this charge" moment: it finds the transaction, separates suspected fraud from merchant disputes and simple confusion, explains the customer's rights and timelines, collects the details and evidence the rules require, and opens a correctly classified dispute case for the operations team.

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

AI agent for complaints recognition, investigation and response

An AI agent that recognizes 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 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
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
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
Telecommunications

AI agent for network outage detection and customer communication

An AI agent that turns network alarms into a clear picture of which customers are affected by an outage and why, tells them proactively by message, app or phone with a cause and an estimated fix time, answers their questions during the incident, and updates them until service is restored.

Deployments
1 public, best grade B
Autonomy
Supervised agent
Logistics and transportation

AI agent for parcel tracking and delivery exceptions

An AI agent that answers "where is my parcel" and resolves delivery exceptions for parcel carriers and postal operators, such as missed deliveries, redelivery or a change of address or pickup point, delays, customs holds and lost or damaged parcel claims, on chat, messaging and phone, and hands disputes and claims above set limits to a human with the tracking history attached.

Deployments
5 public, best grade B
Reported contact deflection
50%
Evri, organization claim
Logistics and transportation

AI agent for public transit passenger information and disruption reporting

An AI agent on a public transport operator's website, app or messaging channel that answers riders' real time questions ("when is my bus coming", "why is my train delayed") from live service data, takes a structured report when something is wrong on board or at a station, and flags urgent or safety related reports for fast human follow up, in the rider's own language.

Deployments
2 public, best grade C
Autonomy
Supervised agent
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
Government and public sector

AI assistant for citizen information and government services

An AI assistant that answers residents' and businesses' questions about government services in plain language, grounded only in official guidance with links to the source, points them to the right online service or office, and hands anything personal, urgent or outside its content to a human with the context attached.

Deployments
9 public, best grade B
Reported accuracy
at least 76%
Foreign, Commonwealth and Development Office, organization claim
Wealth and asset managementBanking

AI assistant for investment suitability assessment and reports

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

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

AI assistant for Shariah compliance screening and review

An AI assistant that screens Islamic financing contracts, deal structures and investments for Shariah compliance risks such as riba, gharar and exposure to prohibited activities, retrieves the relevant standards and fatwas, drafts the Shariah review documentation and flags issues for the Shariah board, which keeps sole authority over any ruling.

Deployments
1 public, best grade B
Autonomy
Copilot
Education

AI assistant for student enrollment and student services

An AI assistant that answers admitted and current students' questions about admissions, financial aid, registration, housing and deadlines by text message and web chat, sends timely reminders for the tasks each student still has to complete, and hands personal or complex cases to staff.

Deployments
3 public, best grade B
Autonomy
Supervised agent
Government and public sector

AI assistant for tax questions and filing support

An AI assistant that answers taxpayers' questions about taxes, deadlines, refunds and payments, lets authenticated taxpayers check their status or set up a payment plan within set rules, and guides them through filing, while assessments, penalties and disputes stay with the tax authority's staff and systems.

Deployments
4 public, best grade B
Reported accuracy
83%
HM Revenue and Customs, organization claim
Telecommunications

AI assistant for telecom order to activation and eSIM onboarding

An AI assistant that takes a new or existing customer from order to a working service: it collects and checks the order details, guides number porting, eSIM download or SIM activation and installation appointments, tracks the order and fixes or escalates the step that is stuck, on messaging, app, web or phone.

Deployments
3 public, best grade B
Reported automation rate
76%
Singtel, organization claim
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
HealthcarePharma and life sciences

AI clinical trial patient matching and prescreening

AI that reads structured data and clinical notes in the health record, compares each patient with the inclusion and exclusion criteria of open clinical trials, and gives research staff and treating clinicians a ranked list of likely eligible patients with the evidence for each criterion, so that people confirm eligibility and invite the patient.

Deployments
3 public, best grade B
Reported accuracy
100%
Cleveland Clinic, organization claim
Healthcare

AI command center for hospital bed and staff capacity planning

An AI powered operations center that predicts patient admissions, discharges and transfers across a hospital or health system, and helps a team of coordinators sitting in one room sequence real time bed assignments, staffing levels and patient moves, so patients get into the right bed faster and existing capacity is used fully without adding beds.

Deployments
2 public, best grade B
Reported cycle time reduction
38%
Johns Hopkins Medicine, organization claim
Telecommunications

AI copilot for field technicians and dispatch optimization

AI that decides whether a fault needs a site visit at all, predicts what work and parts a job will need, helps plan and update appointments, and gives technicians on site guided diagnosis and instant answers from manuals and past jobs, so more jobs are fixed on the first visit.

Deployments
2 public, best grade B
Autonomy
Copilot
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
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
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
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
BankingInsurance

AI for back office account servicing execution

AI that executes the servicing requests that land in operations queues, such as address and mandate changes, standing instructions, beneficiary updates, reissues, payoff and reference letters and loan maintenance, by reading the request, checking it against policy and entitlements, and preparing or making the change in core systems under dual control.

Deployments
2 public, best grade C
Reported cycle time reduction
95%
SS&C Technologies, 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
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
Payments and cardsBanking

AI for chargeback and representment operations

AI that runs the dispute engine room for issuers, acquirers and merchants: it maps each dispute to the network reason code, gathers the matching evidence, assembles a network compliant chargeback or representment package, drafts the rebuttal, tracks every deadline and processes pre dispute alerts so a refund can be issued before a chargeback lands.

Deployments
2 public, best grade B
Autonomy
Supervised agent
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
Insurance

AI for commercial underwriting submission intake and triage

AI that reads incoming broker submissions for commercial insurance (emails, applications, schedules of values, loss runs and supplements), extracts the risk data into a structured record, checks clearance and appetite, enriches the risk with internal and third party data and ranks it, so underwriters open a complete, prioritized file instead of an inbox.

Deployments
9 public, best grade B
Reported accuracy
about 98%
Paragon Insurance Group, 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
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
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 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
Government and public sector

AI for freedom of information request processing

AI that helps a public body handle freedom of information and open government requests: logging and clarifying requests, spotting duplicates, searching and deduplicating the records in scope, proposing redactions with the exemption that applies, and drafting the response letter, with an FOI officer deciding what is released.

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

AI for immigration and visa applications, from applicant questions to case preparation

AI that helps applicants understand immigration and visa requirements and submit complete applications, and helps immigration staff prepare cases by extracting form data, classifying evidence, routing applications and supporting interviews, while every grant or refusal is decided by an officer against the immigration rules.

Deployments
4 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
Insurance

AI for insurance claims fraud detection

AI that scores every insurance claim for fraud from first notice of loss onwards, combining claim, policy, document, image and network data to find suspicious claims, organised rings and inflated losses, and sends each alert with its reasons to a claims handler or special investigations unit for review.

Deployments
5 public, best grade B
Autonomy
Assist
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
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
Government and public sector

AI for non emergency service requests and 311 routing

An AI agent on a city's 311 style phone, chat and messaging channels that answers routine municipal questions, takes service requests such as potholes, missed collections or broken street lights with the right location and details, creates the case in the work order system and routes anything urgent or complex to the right team.

Deployments
7 public, best grade B
Reported accuracy
80%
City of Kelowna, vendor claim
BankingPayments and cards

AI for payment investigations and exceptions

AI that works the payments that fall out of straight through processing: it reads the failure, repairs or enriches the message, drafts the ISO 20022 or SWIFT investigation, chases the counterparty bank and proposes a return, recall or correction, while an operator approves anything that moves money.

Deployments
2 public, best grade B
Reported automation rate
at least 10%
BNY, organization claim
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
Pharma and life sciencesGovernment and public sector

AI for pharmacovigilance adverse event case intake

AI that takes in adverse event reports about medicines, vaccines and devices from calls, emails, forms, literature and partner files, decides whether each is a valid case, flags seriousness, extracts and codes the case data into the safety database format, and routes it to drug safety professionals, who review medical content and regulatory reporting.

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

AI for sanctions screening alert adjudication

AI that works the alerts raised when customer, counterparty or payment names match sanctions and watchlists: it resolves fuzzy matches across transliterations, aliases and naming conventions, clears clear non matches with a documented reason, and escalates true or uncertain hits with the evidence attached.

Deployments
7 public, best grade B
Reported false positive reduction
60%
United Overseas Bank (UOB), organization 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
Capital marketsBanking

AI for settlement fail prediction and post trade exception management

AI that scores each pending securities settlement instruction for its likelihood of failing, names the probable cause (unmatched instruction, wrong settlement details, lack of securities or cash), and helps operations teams work the exceptions and counterparty queries before the intended settlement date, so fewer trades fail and fewer late settlement penalties are paid.

Deployments
4 public, best grade B
Autonomy
Copilot
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
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 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
Telecommunications

AI for telecom fraud detection (SIM swap, IRSF and Wangiri)

AI that protects the operator's own network, revenue and numbers from fraud: it watches call, messaging, roaming and account activity to detect SIM swap and port out takeovers, international revenue share fraud (IRSF) and Wangiri one ring scams, blocks or flags them in real time, and shares risk signals with banks and other businesses that rely on the phone number for security. Scam calls aimed at subscribers are handled by call blocking.

Deployments
4 public, best grade B
Reported detection improvement
30%
Vodafone, organization claim
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
Healthcare

AI medical coding for clinical encounters

AI that reads the clinical documentation of an encounter and assigns the diagnosis and procedure codes (such as ICD-10, CPT and HCPCS) needed for billing and reporting, either as suggestions for a certified coder or autonomously for encounters it can code with high confidence, sending the rest to coders with the reasons.

Deployments
3 public, best grade B
Reported accuracy
98.3%
Your Health, organization claim
Media and entertainment

AI metadata tagging and indexing for media archives

AI that watches and listens to a broadcaster's or publisher's video and audio archive and generates rich, structured metadata, such as what is shown, who appears, spoken content, on screen text, logos and objects, so that content makers can find and reuse footage through natural language search instead of relying on the sparse, inconsistent tags an archive accumulated by hand over decades.

Deployments
2 public, best grade C
Autonomy
Copilot
Healthcare

AI prioritization of radiology and imaging worklists

An AI system that analyzes a medical image immediately after a scan, flags time sensitive findings such as a brain bleed, a stroke causing large vessel occlusion or a pulmonary embolism, and reorders the radiologist's worklist and notifies the care team so the most urgent cases are read and acted on first, while a radiologist confirms every finding before it changes a patient's treatment.

Deployments
2 public, best grade B
Reported cycle time reduction
about 44%
Adventist Health + Rideout, vendor claim
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 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
EducationGovernment and public sector

AI scoring of essays and written answers in assessments

AI that scores students' essays and short written answers against a rubric, trained on responses scored by human raters, with human raters rescoring a sample of responses and every response the engine is unsure about. In hybrid programmes such as Texas, a human score is the score of record whenever a human scores a response.

Deployments
3 public, best grade B
Autonomy
Supervised agent
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
Telecommunications

AI spam and scam call blocking for mobile and landline subscribers

AI in the operator's network that protects subscribers from unwanted calls: it analyses incoming calls in real time, blocks known fraudulent calls, and labels suspected scam, spam and spoofed calls on the customer's screen before they answer, so subscribers can decide whether to pick up. Fraud against the operator itself, such as SIM swap or revenue share fraud, is a separate use case.

Deployments
5 public, best grade B
Autonomy
Autonomous
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
Real estateBanking

AI support for property valuation and appraisal

AI, most often an automated valuation model, that estimates a property's market value from comparable sales, property characteristics and location data, and either offers to replace a full appraisal within set limits or gives a professional valuer a first pass estimate, the closest comparable sales and a reliability score, so the valuer's time goes to the properties that need a person's judgment.

Deployments
3 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

What the evidence says

Computed from the 282 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across Classification and routing use cases
KPIMedianReported rangeData pointsClaimed by
Accuracy91%
42% to 100%
Not pooled: up to 99%
15plus 1 up to8 organization, 7 vendor
Productivity gain60%
34% to 113%
Not pooled: up to 90%, up to 87.5%
12plus 2 up to5 organization, 7 vendor
Cycle time reduction50%
20% to 95%
125 organization, 7 vendor
Automation rate76%
25% to 99%
Not pooled: up to 70%
11plus 1 up to6 organization, 5 vendor
Containment rate56.5%
20% to 85%
105 organization, 5 vendor
Handling time reduction55%
33% to 97%
Not pooled: up to 50%, up to 5%
8plus 2 up to2 organization, 6 vendor
Deployments by stage
  • Announced
    17
  • Pilot
    20
  • Production
    165
  • Scaled
    78
  • Paused or rolled back
    2
Public deployments by region
  • North America
    138
  • Europe
    72
  • Asia Pacific
    29
  • Global
    28
  • Middle East
    7
  • Latin America
    5
  • Africa
    3

Organizations with a public deployment

7-Eleven Vietnam, 8x8, AJ Bell, ANZ, HSBC and Lloyds Banking Group, AXA Switzerland, AXIS Capital, Abu Dhabi Government (TAMM), Acentra Health, Adelphi University, Administration for Children and Families, Admiral Seguros, AdvanceCare, Adventist Health + Rideout, Air India, Airbnb, Airwallex, Allianz Partners, Ally Financial, Amazon, American International Group, Amtrak, Ancine, Assurant, Austin Peay State University, Australian Broadcasting Corporation, Avanade, BNY, BT Group, Banco Supervielle, Bank of America, Bank of the Philippine Islands, Bayer, Bell Canada, Board of Governors of the Federal Reserve System, British Gas, CNA Financial, CarMax, Centers for Disease Control and Prevention, Centers for Medicare and Medicaid Services, Central Bank, Central Insurance, Chicago Transit Authority, Chipotle Mexican Grill, Chronopost, City of Kelowna, ClearTax, Clearstream, Cleveland Clinic, Coast, Comcast, Commodity Futures Trading Commission, Commonwealth Bank of Australia, Contentsquare, DHL Express, DPD Deutschland, DPD UK, Databricks, Day Knight & Associates, Department for Science, Innovation and Technology (Incubator for Artificial Intelligence), Department for Transport, Deutsche Bank, Deutsche Telekom, Domino's Pizza, DoorDash, Driver and Vehicle Licensing Agency, ETS, Ecclesia Group, Elephant Insurance, Encova Insurance, Equinix, Estonian Information System Authority (RIA), Etsy, Euroclear, Evri, Fannie Mae, Federal Deposit Insurance Corporation, Federal Housing Finance Agency, Federal Trade Commission, Financial Conduct Authority, First National Bank, First National Bank of Omaha (FNBO), Foreign, Commonwealth and Development Office, Galt Police Department, Gemeente Tilburg, General Insurance Association of Singapore, Generali Global Corporate & Commercial, Georgia State University, GitHub, Gojob, Google, Government Digital Service, Government of the City of Buenos Aires, HM Revenue and Customs, HSBC, HYPE, Hiscox, Home Office (Visa, Status and Information Services), Human Managed, Humber River Health, IBM, ICICI Lombard, Incore Bank, Ingka Group, Internal Revenue Service, JPMorgan Chase, Japan Exchange Group, JetBlue, Johns Hopkins Medicine, KDDI, Keurig Dr Pepper, Kingfisher, Kinsale Capital Group, Klarna, Labelbox, Lemonade, Lloyds Banking Group, Loadsure, London Borough of Barnet, Lufthansa Group, M-DAQ Global, Madrid Destino, Majid Al Futtaim Retail, Manulife, Markel, Mashreq, Mass General Brigham, Massachusetts Department of Elementary and Secondary Education, Mastercard, Mattel, Mercari US, Meta, Microsoft, Mizuho Financial Group, Mobily, Montgomery County Government, Morgan Stanley, Mount Sinai Health System, NJ Transit, Nasdaq, NatWest Group, Newcastle City Council, Nomad eSIM, OCBC, Office of Management and Budget, Openreach, Oportun, Orange, Paragon Insurance Group, PatientPoint, Pegasus Airlines, Pension Benefit Guaranty Corporation, Pfizer, PostNL, Provincie Noord-Holland, Prysmian, Pupuk Indonesia, Purpose Legal, Radiotelevisión Española (RTVE), Rand Merchant Bank, Ratepay, Reliance Jio, ResMed, Rio de Janeiro City Data Office (Escritório de Dados), Riverside County Assessor-County Clerk-Recorder, Rivian, Rocket Mortgage, SBF Group, SEB, SEP2, SS&C Technologies, SUSE, SameDay Auto Finance, Santander UK, Save the Children, Scotiabank, SeatGeek, Sedgwick, Serious Fraud Office, Sheba Medical Center, Singtel, Skyward Specialty Insurance Group, St. Luke's University Health Network, Stanbic Bank Uganda, Standard Chartered, TD Bank, Takeda, Tekmetric, Telkomsel, Telstra, Texas Education Agency, The Master Trust Bank of Japan, Together Credit Union, Tokio Marine & Nichido Fire Insurance, Trace3, Transportation Security Administration, Travelers, Turing, TÜV SÜD, 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 State (Bureau of Consular Affairs), U.S. Department of Transportation, Office of the Secretary, U.S. Department of Veterans Affairs, U.S. Department of the Interior, U.S. Food and Drug Administration, U.S. Food and Drug Administration, Center for Drug Evaluation and Research, U.S. General Services Administration, U.S. Immigration and Customs Enforcement, U.S. National Science Foundation, U.S. Securities and Exchange Commission, U.S. Social Security Administration, US Department of Veterans Affairs, Veterans Health Administration, Unilever, United Bank Limited, United Overseas Bank (UOB), United Parcel Service, Valuation Office Agency, Vanguard, Veolia, Verizon, Veterans Health Administration, Virgin Media O2, Visa, VitalityHealth, Vituity, Vodafone, Vodafone Germany, Volvo Group, Walmart, Weave Communications, Yale Cancer Center, Your Health, ZLS Zoll und Logistikservice GmbH, Zoya, du, eBay, nbn, stc Group.