AI pattern

RAG knowledge assistant use cases

An assistant that retrieves passages from approved documents and answers with them, so answers are grounded and citable.

Use cases
76
Deployments
480
Organizations
412
Outcome disclosed
58%

76 RAG knowledge assistant use cases

412 organizations in 56 countries run these use cases in public. 58% of those 480 deployments disclose a measurable outcome.

Education

AI academic advising assistant for course selection and degree requirements

An AI academic advising assistant is an AI chatbot that answers students' questions about degree requirements, course selection, prerequisites and majors. It works from the institution's own catalog and advising documents, so students get quick answers to routine questions and are directed to a human advisor for anything that needs judgment, is time sensitive, or falls outside what the assistant can see.

Deployments
4 public, best grade B
Autonomy
Assist
BankingPayments and cards

AI agent for account and card servicing

An AI account and card servicing agent is an AI agent that resolves routine banking account and card requests for customers, end to end. It handles things like balances, statements, card blocks and replacements, PIN resets and limit changes, across app, web, messaging and phone, and hands anything sensitive or unusual to a human with the full context.

Deployments
8 public, best grade B
Reported containment rate
about 90%
DBS Bank, organization claim
Real estate

AI agent for apartment leasing inquiries and resident service

An AI leasing and resident service agent answers rental prospects and residents by chat, text, email and phone for a property manager. It answers questions about apartments and policies, books tours, takes maintenance requests, sends renewal and payment reminders, and hands anything that needs judgment to leasing or service staff.

Deployments
13 public, best grade B
Reported conversion uplift
18%
Landmark Properties, vendor claim
Cross industryBanking

AI agent for branch finding and appointment booking

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

Deployments
4 public, best grade B
Autonomy
Autonomous
Cross industryBanking

AI agent for complaints recognition, investigation and response

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

Deployments
5 public, best grade B
Reported accuracy
about 95%
Crédit Agricole Bank Polska, vendor claim
Banking

AI agent for corporate credit analysis and credit memo drafting

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

Deployments
6 public, best grade B
Reported cycle time reduction
96%
Kuwait Finance House, vendor claim
Telecommunications

AI agent for device and connectivity troubleshooting on voice and chat

An AI troubleshooting agent diagnoses and fixes a customer's broadband, mobile, TV or device problem by conversation on the phone or in chat. It runs line tests and remote resets through the operator's systems, guides the customer step by step, and books an engineer or hands over to a technician when the fault needs a person.

Deployments
4 public, best grade B
Median containment rate
70%
3 deployments
Cross industryBanking

AI agent for first line contact centre service

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

Deployments
39 public, best grade A
Median containment rate
50%
11 deployments, 1 "up to" value left out
Insurance

AI agent for insurance policy servicing

An insurance policy servicing agent is AI that answers policyholders' coverage questions from their own policy documents and completes routine policy changes and document requests across chat, messaging and phone. Examples include address and vehicle changes, adding a named driver or item, payment method updates, and certificates and proof of cover, and it hands anything complex or sensitive to a human with the context.

Deployments
6 public, best grade B
Reported containment rate
at least 50%
Lemonade, organization claim
Cross industryBanking

AI agent for IT service desk resolution

An AI agent for IT service desk resolution takes the high volume IT support queue, resolves common requests and hands the rest to the right resolver group. It runs in Microsoft Teams, Slack or the intranet, covers requests such as password and MFA resets, account unlocks, VPN, device and software requests, and acts in the identity and IT service management systems, attaching the context when it hands a request on.

Deployments
9 public, best grade B
Median employee adoption
90%
3 deployments
Cross industryRetail and ecommerce

AI agent for order status, delivery changes and returns

An AI order status and returns agent answers "where is my order", changes delivery details and arranges returns, exchanges and refunds for online and omnichannel shoppers. It does this end to end, by reading and writing to the order, carrier and returns systems within the retailer's policy, and hands exceptions such as damaged goods, disputes and upset customers to a person.

Deployments
8 public, best grade B
Median customer satisfaction, vendor reported
95%
3 deployments
Telecommunications

AI agent for telecom bill explanation and billing disputes

A bill explanation and billing dispute agent is an AI agent that explains a customer's telecom bill line by line and answers why a charge changed or appeared. It works in plain language on any channel, corrects clear errors within set limits, and opens a billing dispute with the evidence attached when a human has to decide.

Deployments
4 public, best grade B
Reported first contact resolution
60%
Vodafone, organization claim
Energy and utilities

AI agent for utility billing, payments, meter readings and move in or move out

An AI agent for utility billing and moves explains bills and tariffs, takes meter readings and manages payments and account moves for energy and water customers. It also handles move in and move out, including final reads and closing one account and opening the next, across phone, messaging, email and the app, while anyone in payment difficulty, in a vulnerable situation or with a complaint is handed to a person.

Deployments
5 public, best grade B
Reported containment rate
75%
Aydem Energy, organization claim
Media and entertainment

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

A publisher archive answer engine is a generative AI search and answer tool on a publisher's site or app that answers readers' questions from its own journalism. It answers only from that publisher's published journalism and archive, cites the articles it used, and declines to answer when its own reporting does not cover the question.

Deployments
7 public, best grade B
Autonomy
Autonomous
Telecommunications

AI assistant for B2B telecom quoting, sales and service

A B2B telecom quoting and service assistant is an AI that answers business customers' product, pricing and contract questions and prepares configurations and quotes for connectivity, mobile fleets and devices. It also serves the sellers who look after these accounts, drafts responses to tenders, and handles routine service requests and fault tickets, with a sales or service specialist approving anything binding.

Deployments
5 public, best grade B
Reported containment rate
70%
SoftBank Corp., organization claim
Government and public sector

AI assistant for benefits eligibility questions and applications

A benefits eligibility and application assistant is an AI assistant that helps people see which public benefits and grants may apply to them and explains the rules in plain language. It also explains the required documents, guides the person through the application and checks it for completeness, while the eligibility decision stays with the agency's rules and caseworkers.

Deployments
7 public, best grade B
Reported accuracy
97%
Department for Work and Pensions, organization claim
Government and public sector

AI assistant for citizen information and government services

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

Deployments
20 public, best grade A
Reported accuracy
at least 76%
Foreign, Commonwealth and Development Office, organization claim
BankingPayments and cards

AI assistant for corporate and commercial client servicing

An AI corporate client servicing assistant answers finance and treasury teams' questions inside the corporate banking portal, app and messaging channels, and resolves routine requests end to end. Questions include payment status, balances, cut off times, fees and how to submit an instruction, and anything it cannot finish is handed to a service specialist who has an AI copilot.

Deployments
5 public, best grade B
Reported contact deflection
16%
Bank of America, organization claim
Capital marketsWealth and asset management

AI assistant for deal sourcing and M&A due diligence

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

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

AI assistant for developers integrating a company's APIs

An AI API integration assistant answers developers' integration questions and recommends the right endpoints on a company's developer portal and in its documentation. It also 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
6 public, best grade B
Reported contact deflection
30%
Mapbox, organization claim
Cross industryGovernment and public sector

AI assistant for employee onboarding

An employee onboarding assistant is AI that guides each new employee from signed contract through their first months on the job. 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
5 public, best grade B
Autonomy
Supervised agent
Cross industryBanking

AI assistant for HR and policy questions

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

Deployments
7 public, best grade B
Median employee adoption
86%
4 deployments
Insurance

AI assistant for insurance brokers and agents

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

Deployments
5 public, best grade B
Autonomy
Assist
Cross industryBanking

AI assistant for procurement and supplier contract review

Procurement and contract review is an assistant that reads supplier contracts and proposals, for procurement and vendor management teams. It 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
9 public, best grade B
Autonomy
Copilot
BankingWealth and asset management

AI assistant for Shariah compliance screening and review

AI Shariah compliance screening is an AI assistant that checks Islamic financing contracts, deal structures and investments for Shariah compliance risks such as riba and gharar, for compliance teams. It also flags exposure to prohibited activities, retrieves the relevant standards and fatwas, and drafts the Shariah review documentation. The Shariah board keeps sole authority over any ruling.

Deployments
2 public, best grade B
Autonomy
Copilot
Education

AI assistant for student enrollment and student services

A student enrollment and services assistant is an AI assistant that answers admitted and current students' questions about admissions, financial aid, registration, housing and deadlines. It answers them 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
5 public, best grade B
Autonomy
Supervised agent
Government and public sector

AI assistant for tax questions and filing support

A tax questions and filing assistant is an AI assistant that answers taxpayers' questions about taxes, deadlines, refunds and payments. It 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
10 public, best grade A
Reported contact deflection
80%
Agencia Estatal de Administración Tributaria (AEAT), vendor claim
Telecommunications

AI assistant for telecom plan upgrades, add ons and sales

A plan upgrade and sales assistant is an AI assistant that helps telecom customers choose, compare and buy the right mobile, broadband or TV plan, device or extra. It serves existing and prospective customers in the app, in messaging, on the phone or through a human advisor, using their usage and eligibility and the operator's current offers, and it completes the order or passes a ready quote to a person.

Deployments
9 public, best grade B
Reported conversion uplift
75%
Telenet, vendor claim
Telecommunications

AI assistant for telecom retail stores, from associate copilot to digital human kiosk

A retail store and kiosk assistant is AI for telecom shops that gives store associates quick, sourced answers on plans, promotions, devices and the customer's account during the conversation. It can also greet and serve customers directly on an in store screen or kiosk, sometimes as a digital human, handing them to an associate when they are ready to buy or need help.

Deployments
5 public, best grade B
Reported accuracy
95%
Bouygues Telecom, vendor claim
BankingWealth and asset management

AI copilot for corporate client briefings and call reports

An AI copilot that helps relationship managers, mainly in corporate and commercial banking, prepare for client meetings and write up call reports afterwards. It builds a briefing pack from filings, news, internal notes, product holdings and upcoming maturities, then turns the banker's notes into a structured call report and CRM update. Unlike a meeting notetaker, it centres on credit and cross sell context, not just the conversation; wealth advisor tools that also prepare meetings overlap with it, and the banker reviews every output.

Deployments
3 public, best grade B
Autonomy
Copilot
Telecommunications

AI copilot for field technicians and dispatch optimization

A field technician copilot is AI that decides whether a fault needs a site visit at all and predicts what work and parts the job will need. It also 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
4 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI copilot for marketing content with compliance pre review

AI marketing content and compliance copilot drafts campaign copy and checks it against advertising rules before a human approves it for publication. It writes 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
5 public, best grade B
Reported productivity gain
34%
Ally Financial, organization claim
Telecommunications

AI copilot for network operations centre (NOC) fault triage

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

Deployments
8 public, best grade B
Reported cycle time reduction
at least 95%
Deutsche Telekom, organization claim
ManufacturingAutomotive

AI copilot for plant operators and maintenance technicians

A plant operator and maintenance copilot is a generative AI assistant for the people who run and repair machines in plants, workshops and service 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
5 public, best grade B
Reported accuracy
at least 90%
Daikin Industries, organization claim
BankingPayments and cards

AI copilot for SAR and STR narrative drafting

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

Deployments
4 public, best grade B
Autonomy
Copilot
Insurance

AI copilot for underwriting risk assessment

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

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

AI drafted explanations for credit declines and adverse actions

AI drafted explanations for credit declines and adverse actions come from an assistant that turns a credit model's reason codes into an accurate, specific and readable explanation for the customer. It explains a decline, reduced limit or repricing, and produces a matching internal rationale for the file, without adding any reason the model did not actually produce.

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

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

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

Deployments
9 public, best grade B
Reported productivity gain
80%
Federal Emergency Management Agency, organization claim
Pharma and life sciences

AI drafting of clinical study reports and regulatory documents

Generative AI that drafts clinical study reports and other regulated documents for medical writers to verify, edit and approve. It writes documents such as protocols, patient materials and submission modules from the trial's statistical tables, listings and figures and from approved template text, before anything is submitted to a regulator.

Deployments
7 public, best grade B
Reported error reduction
80%
AstraZeneca, organization claim
Healthcare

AI drafting of clinician replies to patient portal messages

Generative AI for patient portal message reply drafting reads an incoming patient portal message together with the patient's own chart and drafts a reply for the care team. A clinician, nurse, advanced practice clinician or pharmacist reviews, edits and sends it, so the care team starts from a draft instead of a blank reply box on every message.

Deployments
4 public, best grade B
Reported response time reduction
about 7%
NYU Langone Health, organization claim
Cross industryBanking

AI enterprise knowledge search for employees

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

Deployments
13 public, best grade B
Reported employee adoption
at least 90%
Zain Jordan, organization claim
Cross industryBanking

AI for complaints root cause and systemic issue analysis

AI complaints root cause analysis reads the free text of complaints across all channels and clusters it into themes to find the systemic causes behind them. It 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. A human validates 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 case file summarization is AI that condenses court filings, case files, evidence recordings and earlier decisions into structured summaries for judges, prosecutors, tribunal staff and government lawyers. It also produces chronologies and draft case reports with references to the source pages, so they find what matters faster while the person responsible reads the underlying material and makes every legal judgment.

Deployments
6 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI for drafting customer letters and outbound notices

AI for outbound notice drafting writes the letters and notices operations must send at scale, such as arrears notices or decline letters. It also covers 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
6 public, best grade B
Reported cycle time reduction
25%
SS&C GIDS and RS, vendor claim
BankingPayments and cards

AI for fee and interest leakage detection

Fee and interest leakage detection is an independent verification layer that checks whether each fee, FX margin, spread and interest charge matches what the contract and pricing tables specify. It recomputes what each charge should have been, 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
InsuranceHealthcare

AI for health insurance prior authorization and claims adjudication support

AI for health insurance prior authorization and claims adjudication reads prior authorization requests, medical claims and appeals, and prepares a summary and recommendation for a clinician or adjudicator. It works from the clinical and billing documents attached to each case, extracts diagnoses, treatments and costs, and checks them against the policy and published clinical criteria, while the clinician or adjudicator makes every adverse decision.

Deployments
6 public, best grade B
Median handling time reduction, vendor reported
50%
3 deployments
Cross industryBanking

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

AIOps incident triage is AI that turns a flood of monitoring alerts into one probable incident and routes it to the right team. It also 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
9 public, best grade B
Median time to repair reduction
72%
5 deployments
Government and public sector

AI for legislative drafting and parliamentary question support

AI for legislative drafting and parliamentary question support helps legislative counsel and policy officials search, summarise and draft the material behind new laws and government answers to parliamentarians. It also works for ministers' private offices, from finding relevant debates and prior questions to producing a first draft of an explanatory note or briefing, with the legal drafter or policy official responsible for the final text.

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

AI for PEP and adverse media screening

AI PEP and adverse media screening continuously scans news, court records, registries and other open sources for negative information and political exposure tied to customers, counterparties and beneficial owners. It works in many languages, discards look alikes, and summarises the 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
Government and public sector

AI for permit and licence application processing

Permit and licence application processing is AI that helps applicants submit complete applications and helps officers process them. It answers questions about requirements, checks applications for missing or inconsistent information, pulls the relevant policies, history and constraints, and drafts reports, while the grant or refusal stays with a named officer or a published rule.

Deployments
7 public, best grade B
Reported accuracy
at least 85%
Leeds City Council, organization claim
BankingPayments and cards

AI for perpetual KYC and event driven customer due diligence

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

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

AI for policy drafting and policy gap analysis

AI policy drafting and gap analysis is an assistant that reads a new or changed obligation and checks which internal policies it affects, for compliance and legal teams. It finds every policy, standard and procedure the obligation 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
7 public, best grade B
Autonomy
Copilot
Cross industryProfessional services

AI for RFP, tender and sales proposal response drafting

AI for RFP and proposal response drafting is 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
7 public, best grade C
Reported handling time reduction
75%
GroupeActive, organization claim
Cross industryHealthcare

AI for security alert triage and investigation in the SOC

Security alert triage and investigation is an AI agent in the security operations centre that picks up each new alert or user reported phishing email. It 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
BankingInsurance

AI for supervisory exam and information request responses

Supervisory exam response assembly is an AI assistant for a bank's regulatory affairs team that reads a supervisory information request or exam question and drafts a response. It retrieves the relevant evidence, policies and prior correspondence, so legal and compliance can approve the draft, and tracks every commitment and remediation action through to closure.

Deployments
3 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI for third party and vendor risk due diligence

AI for vendor due diligence reviews a vendor's security questionnaires, SOC and assurance reports and contracts against an organization's control requirements, and researches the vendor for a risk team. It also checks model documentation, 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
5 public, best grade B
Autonomy
Copilot
BankingReal estate

AI home loan assistant with pre qualification

An AI home loan assistant with pre qualification answers a customer's home loan questions and runs indicative borrowing estimates, then books the customer with a mortgage specialist. It covers rates, loan to value, fees and the documents needed, runs the affordability estimate from the bank's published rules, and stays grounded in the bank's current, versioned product and policy documents.

Deployments
6 public, best grade B
Autonomy
Supervised agent
Wealth and asset managementBanking

AI knowledge assistant for wealth advisors and relationship managers

An AI knowledge assistant for wealth advisors and relationship managers answers their questions in seconds from the firm's own research, house view, product documentation and policies. Every answer links to the source document, so the advisor can check it before using it with a client.

Deployments
9 public, best grade B
Autonomy
Assist
Real estate

AI lease abstraction for commercial real estate

AI lease abstraction reads a commercial lease, amendment or letter of intent and pulls out the key terms into structured data for property owners, occupiers and brokerages. The terms include parties, dates, rent, escalations, options and renewal notices, so nobody has to retype every clause by hand into the lease administration and portfolio systems.

Deployments
10 public, best grade C
Reported productivity gain
90%
Claroty, vendor claim
Professional servicesCross industry

AI legal research and drafting assistant for lawyers

A legal research and drafting assistant is a generative AI tool that finds and summarises case law and legislation for lawyers, answering legal questions with citations. It works for lawyers in firms, legal departments and public bodies, also searching internal know how and drafting first versions of memos, briefings, letters and filings, which the lawyer verifies and signs off.

Deployments
9 public, best grade B
Median employee adoption, vendor reported
80%
3 deployments
Banking

AI recommendations for loan restructuring and hardship arrangements

AI loan restructuring recommendations are an assistant that proposes the best hardship arrangement for a stressed borrower, for a person to approve. It assembles the borrower's position and tests options such as a term extension, rate relief, payment holiday or due date change against policy and affordability, then recommends the best fit with a written rationale.

Deployments
1 public, best grade B
Autonomy
Copilot
Cross industryBanking

AI regulatory horizon scanning and obligation mapping

Regulatory horizon scanning is AI that continuously reads publications from the regulators and standard setters an organization answers to and classifies each item by relevance and urgency. It 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
5 public, best grade B
Autonomy
Assist
Cross industryGovernment and public sector

AI reply drafting for customer email and support tickets

AI reply drafting for customer email and support tickets is a copilot that drafts the reply to an incoming email, message or ticket once it reaches a service agent. It summarizes the request, pulls the relevant customer data and approved knowledge, and drafts the 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
7 public, best grade B
Reported cycle time reduction
about 50%
HYPE, vendor claim
Government and public sector

AI self help assistant for self represented litigants and legal aid clients

A legal aid self help assistant is a conversational AI that answers general questions about the law and the court process in plain language for people without a lawyer. A legal aid organisation or court runs it for people facing a legal problem such as an eviction, a custody dispute or a debt claim; it points to the right form or self help resource and refers anything needing a lawyer's judgment or a specific case answer to a human, without ever telling the person what to do in their own case.

Deployments
2 public, best grade B
Reported customer satisfaction
at least 80%
People's Law School, organization claim
Cross industryRetail and ecommerce

AI shopping assistant for product discovery and recommendations

An AI conversational shopping assistant answers product questions and recommends items from a retailer's own catalog, for a need, project or occasion a shopper describes. It works on the retailer's site or app, compares items grounded in the retailer's product data, reviews and stock, and hands the shopper to a basket, a store or a human expert.

Deployments
9 public, best grade B
Reported conversion uplift
3x
Sun & Ski Sports, vendor claim
Wealth and asset managementCapital markets

AI summaries of investment research and the house view

Investment research summarization is an AI assistant that condenses long research reports, overnight market moves and the house view into short, sourced briefings for advisors and analysts. It 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 medical evidence summarization reads the medical records behind a life or health insurance application and turns them into a structured, cited summary for the underwriter. The records include attending physician statements, electronic health records, lab results and disclosures, and the summary covers conditions, treatments and dates, mapped to the insurer's underwriting manual so the underwriter can decide faster and more consistently.

Deployments
4 public, best grade B
Reported cycle time reduction
about 50%
Aviva, organization claim
Cross industryBanking

AI system and model inventory with shadow AI discovery

An AI model inventory is a governed register of every AI system and model an organization builds, buys or uses, for risk and compliance teams. Each entry records the 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
7 public, best grade B
Autonomy
Copilot
Travel and hospitality

AI travel and hotel booking concierge

A travel and hotel booking concierge is an AI assistant that turns an open travel question into a concrete trip for travellers. It searches live inventory for flights, hotels, rentals, cruises and activities, compares options and answers questions about the property and the booking, then completes or hands off the booking and supports the traveller with changes and questions before and during the stay.

Deployments
9 public, best grade B
Median automation rate
88%
3 deployments
Education

AI tutor that coaches students through problems

An AI tutor for students is a tool that works with a student on course material in conversation, asking questions and giving hints instead of handing over answers. It is grounded in the course content, set up by the school or teacher, with limits on use and a clear route to a human teacher.

Deployments
7 public, best grade B
Autonomy
Assist
Travel and hospitalityMedia and entertainment

AI visitor and tour guide for cities, museums and events

An AI visitor and tour guide tells visitors of cities, museums, heritage sites and events the stories behind what is around them, and answers their questions in their own language. It is often spoken, location and context aware, grounded in the organization's curated content and in the visitor's position or the object they scan.

Deployments
5 public, best grade C
Autonomy
Autonomous
Banking

Conversational AI for loan application intake

Conversational AI for loan application intake is an assistant on web, app, messaging or voice that captures a loan application through dialogue with the customer. It explains loan products in the customer's language, checks documents and basic eligibility rules, and hands a complete, structured application to origination, without making the credit decision.

Deployments
5 public, best grade C
Autonomy
Supervised agent
Cross industryBanking

Generative AI copilot for internal audit

An internal audit copilot is AI that helps internal auditors plan and write up audits, from drafting planning materials to summarising evidence and drafting findings. It 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 evidence and a qualified auditor accountable for every conclusion.

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

Generative AI voice assistant in the car

An in car AI voice assistant is a voice assistant built into the vehicle that uses a large language model to hold a natural conversation with the driver and passengers. It controls comfort, navigation and media functions, answers questions about the car and the world, and keeps the vehicle's own commands and data under the car maker's control.

Deployments
8 public, best grade B
Autonomy
Autonomous
Cross industryBanking

Governed text to SQL analytics assistant

A governed text to SQL analytics assistant turns a business user's plain language question into a query against governed data. It runs the query 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
6 public, best grade B
Autonomy
Assist
Cross industryBanking

Real time AI assist for contact centre agents

Live agent assist is AI that helps a contact centre agent during a live call or chat by transcribing it and surfacing the right knowledge and next step. It also drafts responses and writes the after call summary and CRM notes, while the agent stays in control of what is said and done.

Deployments
16 public, best grade B
Median productivity gain
20.5%
4 deployments

What the evidence says

Computed from the 480 public deployments behind these use cases. Numbers update with every checked record.

Benchmarks with at least 3 pooled values

Benchmarks across RAG knowledge assistant use cases
KPIMedianReported rangeData pointsClaimed by
Containment rate57%
20% to 99.6%
Not pooled: up to 88.5%
23plus 1 up to10 organization, 13 vendor
Handling time reduction50%
20% to 97%
Not pooled: up to 50%, up to 20%
17plus 2 up to5 organization, 12 vendor
Productivity gain45%
15% to 90%
Not pooled: up to 80%, up to 16%
17plus 2 up to7 organization, 10 vendor
Accuracy92.5%
42% to 100%
149 organization, 5 vendor
Cycle time reduction50%
25% to 96%
122 organization, 10 vendor
Employee adoption86%
70% to 99%
124 organization, 8 vendor
Deployments by stage
  • Announced
    34
  • Pilot
    52
  • Production
    264
  • Scaled
    126
  • Paused or rolled back
    4
Public deployments by region
  • North America
    211
  • Europe
    125
  • Asia Pacific
    63
  • Global
    39
  • Middle East
    17
  • Latin America
    13
  • Africa
    12

Organizations with a public deployment

  • 7-Eleven Vietnam
  • A&O Shearman
  • ABN AMRO
  • AIA Group
  • Absa Bank
  • Abu Dhabi Commercial Bank (ADCB)
  • Abu Dhabi Government (TAMM)
  • Accelerant Holdings
  • Acentra Health
  • Achieve
  • Adelphi University
  • Administration for Children and Families
  • AdvanceCare
  • Advanced Info Service (AIS)
  • Aftonbladet
  • Agencia Estatal de Administración Tributaria (AEAT)
  • Air Canada
  • Air India
  • Airbnb
  • AkzoNobel
  • All Nippon Airways
  • Allied Universal
  • Ally Financial
  • Amazon
  • American Addiction Centers
  • American Dream
  • American International Group
  • Anaconda
  • Anaplan
  • Aptive Environmental
  • Aqua Finance
  • Arch Capital Group
  • Art Basel
  • Ashurst Perkins Coie
  • Asiacell
  • Asset Living
  • AstraZeneca
  • Attijariwafa bank
  • Austin Peay State University
  • Australian Taxation Office
  • AutoCamp
  • AvalonBay Communities
  • Avanade
  • Avenue5 Residential
  • Aviva
  • Aydem Energy
  • BARK
  • BBVA México
  • BMO and Amalgamated Bank
  • BMW Group
  • BPCE Group
  • BT Group
  • BYD
  • Banco Bradesco
  • Banesco USA
  • Banestes
  • Bank ABC
  • Bank of America
  • Bank of the Philippine Islands
  • Bayer
  • Bell Canada
  • Best Buy
  • Better.com
  • Block, Inc.
  • Bloomberg Connects
  • Board of Governors of the Federal Reserve System
  • Booking.com
  • Bouygues Telecom
  • Bowhead Specialty
  • Bradesco
  • Bradken
  • Bridgewater Associates
  • Bristol Myers Squibb
  • British Columbia Investment Management Corporation
  • Broadcom
  • Brockton Public Schools
  • Bundesagentur für Arbeit
  • Bureau of Alcohol, Tobacco, Firearms and Explosives
  • Bureau of Consular Affairs
  • CAF Management
  • CIMB Niaga
  • CWT
  • Cabinet Office (Government Communication Service)
  • CaixaBank
  • Canada Revenue Agency
  • Carrefour
  • Cathay Financial Holdings
  • Centers for Disease Control and Prevention
  • Centers for Medicare and Medicaid Services
  • Change Please
  • China Merchants Bank
  • China Unicom Sichuan
  • Choreo
  • CircleCI
  • Citi
  • City of Helsinki
  • City of New York
  • Claroty
  • ClearTax
  • Coinbase
  • Commonwealth Bank of Australia
  • Continental Realty Corporation
  • Crown Prosecution Service
  • Crédit Agricole Bank Polska
  • Cushman & Wakefield
  • DBS Bank
  • DINUM (Direction interministerielle du numerique)
  • DZ BANK AG
  • Daikin Industries
  • Datasite
  • Definity
  • Department for Education
  • Department for Science, Innovation and Technology (Incubator for Artificial Intelligence)
  • Department for Work and Pensions
  • Department of Climate Change, Energy, the Environment and Water (DCCEEW)
  • Department of Information and Communications Technology (DICT)
  • Deriv
  • Derwent London
  • Deutsche Bank
  • Deutsche Telekom
  • Digital Nasional Berhad
  • Direction générale des Finances publiques (DGFiP)
  • Discover Financial Services
  • Discovery Bank
  • Driver and Vehicle Licensing Agency
  • Dubai Electricity and Water Authority
  • Dubai Police
  • EDF
  • EQT
  • Eedi
  • Eli Lilly
  • Elon University
  • Equinix
  • Equity Bank Kenya
  • Equity Residential
  • Estonian Information System Authority (RIA)
  • Etihad Airways
  • European Parliament
  • Federal Deposit Insurance Corporation
  • Federal Emergency Management Agency
  • Federal Housing Finance Agency
  • Federal Student Aid (U.S. Department of Education)
  • Federal Trade Commission
  • Figure
  • Financial Conduct Authority
  • Financial Times
  • Fingerpaint
  • Finshark
  • First National Bank
  • First National Bank of Omaha (FNBO)
  • Forbes
  • Foreign, Commonwealth and Development Office
  • Forvis Mazars in Germany
  • Foundry
  • FreeWheel
  • Freshfields
  • GHT Hotels
  • Gemeente Amsterdam
  • Gemeente Druten
  • Gemeente Nissewaard
  • Gemeente Tilburg
  • General Authority of Endowments, Qatar
  • General Motors
  • General Services Administration
  • Generali Global Corporate & Commercial
  • Georgia State University
  • Georgia-Pacific
  • Ghana National Disaster Management Organisation
  • Global Affairs Canada
  • GoldOller
  • Google
  • Government Digital Service
  • Government of the City of Buenos Aires
  • GroupeActive
  • H&R Block
  • HM Revenue and Customs
  • HSBC
  • HYPE
  • Hamilton County Schools
  • Harvard College
  • Harvard University
  • Health Resources and Services Administration
  • Hearst
  • Hemominas
  • Hiscox
  • Holland America Line
  • Honda
  • Human Managed
  • Humana
  • Husqvarna
  • IBM
  • ICICI Lombard
  • IHG Hotels & Resorts
  • ING
  • Ice Miller
  • Indian Railway Catering and Tourism Corporation (IRCTC)
  • Industrialized Construction Group
  • Ingka Group
  • Insurance Australia Group
  • Intellectual Property Office
  • Internal Revenue Service
  • Intesa Sanpaolo
  • JAGGAER
  • JLL (Jones Lang LaSalle)
  • JPMorgan Chase
  • JetBlue
  • Jordan Ahli Bank
  • KB Kookmin Card
  • KDDI
  • KPMG
  • Kenya Power
  • Kenya Revenue Authority
  • Klarna
  • Kotak Mahindra Bank
  • Kuwait Finance House
  • L'Oréal
  • LAQO
  • Landmark Properties
  • Lantower Residential
  • Leeds City Council
  • Legal Aid of North Carolina
  • Lemonade
  • LinkedIn
  • Lloyds Banking Group
  • Loft
  • Lowe's
  • Lufthansa Group
  • Lumen Technologies
  • MOGUL.sg
  • Macfarlanes
  • Madrid Destino
  • Magyar Telekom
  • Mahindra Finance
  • Manulife
  • Mapbox
  • Marriott International
  • Mashreq
  • Mercari US
  • Mercedes-Benz Group
  • Merck & Co.
  • Meta
  • Microsoft
  • Ministerio Público Fiscal de la Ciudad Autónoma de Buenos Aires
  • Ministry of Digital Transformation of Ukraine (Diia)
  • Ministério da Gestão e da Inovação em Serviços Públicos (MGI)
  • Mizuho Financial Group
  • Mobily
  • Montgomery County Government
  • Morgan Stanley
  • Muleshoe Independent School District
  • Museo Miraflores
  • NYU Langone Health
  • NatWest Group
  • National Gallery Singapore
  • National Renewable Energy Laboratory
  • Nationwide Building Society
  • Newrez
  • Nexo
  • Next
  • Nomad eSIM
  • Nordea
  • Northwell Health
  • Novo Nordisk
  • Nsure.com
  • Nuuly
  • O'Melveny & Myers
  • OCBC
  • OTE Group
  • Octopus Energy
  • Office of Management and Budget
  • Office of the Comptroller of the Currency
  • Olympus Property
  • Omoda
  • Ooredoo Qatar
  • Openreach
  • Oper Credits
  • Oportun
  • Orange
  • Orange France
  • Orange Slovakia
  • Origin Bank
  • Orrick
  • Oxford Companies
  • PIMCO
  • PLDT
  • Pacific Gas and Electric Company
  • Pacific Northwest National Laboratory
  • Parliamentary Counsel Office (New Zealand)
  • Pegasus Airlines
  • Pension Benefit Guaranty Corporation
  • People's Law School
  • Pfizer
  • Pick n Pay
  • Porto Seguro
  • Poste Italiane
  • Priceline
  • Prudential plc
  • Qatar Islamic Bank
  • RPM Living
  • Raiffeisen Bank International AG
  • Rappler
  • Reed Smith
  • Reliance Jio
  • Renault
  • Rocket Mortgage
  • Rogo
  • Région Provence-Alpes-Côte d'Azur (Région Sud)
  • SBLI
  • SEB
  • SEP2
  • SIGNAL IDUNA
  • SK Telecom
  • SRG Residential
  • SS&C Technologies
  • Safe Rate
  • Santander UK
  • Save the Children
  • Scotiabank
  • Shinhan Bank
  • Singapore Airlines
  • Singtel
  • Skatteverket
  • Skyward Specialty Insurance Group
  • SoftBank Corp.
  • Spear Street Capital
  • Spokane Public Schools
  • St. Luke's University Health Network
  • Standard Chartered
  • Stanford Health Care
  • State Bank of India
  • Stellantis
  • Sun & Ski Sports
  • Sun Life
  • Supremo Tribunal Federal
  • T-Mobile
  • TD Bank
  • TIME
  • TPG Telecom
  • Taboola
  • Takeda
  • Tata Realty and Infrastructure Limited
  • Technology Common Services Center
  • Telefónica España
  • Telenet
  • Telkomsel
  • Telstra
  • Textron Aviation
  • The Home Depot
  • The Office for Standards in Education, Children's Services and Skills
  • The Washington Post
  • Together Credit Union
  • Transportation Security Administration
  • Trip.com
  • Turing
  • TÜV SÜD
  • U.S. Bank
  • U.S. Department of Agriculture
  • U.S. Department of Homeland Security
  • U.S. Department of Justice
  • U.S. Department of Justice, Civil Division
  • U.S. Department of Veterans Affairs
  • U.S. Fish and Wildlife Service
  • U.S. Geological Survey
  • U.S. Immigration and Customs Enforcement
  • U.S. Securities and Exchange Commission
  • U.S. Trade and Development Agency
  • UBS
  • UC San Diego Health
  • UW Health
  • Uber Technologies
  • Unilever
  • United Rentals
  • University of Maryland Eastern Shore
  • University of Utah
  • University of West Florida
  • Uphold
  • Urban Renaissance Group
  • Verdantas
  • Verizon
  • Vietcombank
  • Virgin Media O2
  • Vituity
  • Vivid Seats
  • Vocational Education Sector, Ministry of Education, Higher Education and Vocational Education (Sri Lanka)
  • Vodacom
  • Vodafone
  • Vodafone Business
  • Vodafone Germany
  • Volkswagen
  • Walmart
  • Washburn University
  • Waterdrop
  • Wells Fargo
  • West Berkshire Council
  • WinnCompanies
  • Woolworths Group
  • World Bank
  • XP Inc.
  • Yes Bank
  • YoungWilliams
  • Zain Jordan
  • Zakat, Tax and Customs Authority (ZATCA)
  • Zalando
  • Zendesk
  • Zenith Bank
  • Zillow
  • Zoya
  • Zurich Insurance (Hong Kong)
  • Zurich Insurance Group
  • Zurich North America
  • monday.com
  • nbn