AI Use Case Library

Every AI use case with what it is, who already runs it, what it is worth and how to implement it. Each number is quoted from its source and says who made the claim.

Use cases
313
Deployments
1921
Organizations
1581
Countries
80

All AI use cases

313 of 313 use cases

Telecommunications

Agentic AI for autonomous, intent based network operations

Autonomous network operations use AI agents that run closed loops over a telecom network, taking an intent from the operator and acting to meet it. For example, given a latency or availability target, the agents 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
12 public, best grade B
Reported automation rate
at least 99.9%
stc group, organization claim
Retail and ecommerce

Agentic checkout for merchants, selling through third party AI shopping agents

Agentic checkout for merchants is how a retailer lets third party AI shopping agents read its catalog, build a cart and take payment while it stays merchant of record. It covers the product data, the cart and checkout endpoints and the order handling behind them.

Deployments
6 public, best grade B
Reported conversion uplift
100%
Shopify, organization claim
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
Insurance

AI aerial imagery risk scoring for property insurance underwriting

AI property risk scoring reads aerial imagery to rate roof condition, wildfire exposure and other building features at quote, so underwriters inspect fewer homes. It turns an address into a score and a set of flags that feed the insurer's eligibility, inspection and pricing rules, and the underwriter or the rules engine keeps the decision.

Deployments
4 public, best grade C
Reported accuracy
at least 95%
Florida Peninsula Insurance Company, organization claim
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
17 public, best grade B
Median containment rate
84.8%
4 deployments
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
15 public, best grade B
Reported containment rate
66%
GESOBAU AG, vendor claim
Banking

AI agent for ATM and self service device assistance

An AI agent for ATM and self service device assistance helps customers with problems at or around ATMs and similar machines. It handles issues such as a withdrawal that did not pay out, a retained card, a blocked PIN or finding a working machine with cash, over the app, chat or phone, and it opens and tracks the claim or hands it to a person when it cannot be resolved.

Deployments
1 public, best grade B
Reported satisfaction uplift
150%
NatWest Group, organization claim
Media and entertainment

AI agent for automated sports highlights and clipping

An AI agent for sports highlights and clipping watches a live sports broadcast and detects key moments such as goals, saves or penalties as they happen. It automatically extracts and reformats a clip and puts it in front of an editor to review and publish, instead of a person watching every feed and clipping moments by hand.

Deployments
5 public, best grade B
Autonomy
Copilot
Cross industryEnergy and utilities

AI agent for autonomous RFQ and tail spend sourcing

Autonomous RFQ sourcing is AI that sends requests for quotation to suppliers, compares the bids and recommends or makes the award for small purchases, within rules a buyer sets. It covers the tail of spend, the many low value or repeat requests that buyers rarely have time to compete, and hands complex or high value events to a person.

Deployments
4 public, best grade C
Reported cycle time reduction
75%
G42, vendor claim
Cross industryRetail and ecommerce

AI agent for autonomous supplier negotiation

An AI agent for supplier negotiation contacts suppliers the organization already buys from, usually in the long tail of spend, and negotiates price, payment terms or rebates with them within limits the buyer has set. Agreed terms flow back into the procurement system, and buyers handle the exceptions.

Deployments
4 public, best grade B
Autonomy
Supervised agent
Cross industryLogistics and transportation

AI agent for B2B sales order capture from email, WhatsApp and PDF

A B2B sales order capture agent is AI that reads customer orders arriving by email, WhatsApp, voicemail, PDF or fax and turns them into sales orders in the ERP. Staff review the exceptions it flags instead of retyping every line.

Deployments
6 public, best grade C
Median cycle time reduction, vendor reported
90%
4 deployments
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
5 public, best grade B
Autonomy
Autonomous
Cross industryManufacturing

AI agent for candidate sourcing and talent rediscovery

AI candidate sourcing and talent rediscovery is AI that builds and works the candidate pipeline before an application arrives, for recruiters filling open roles. It matches open roles against a company's own past applicants sitting unused in the applicant tracking system, ranks and surfaces the best fits for a recruiter to approach, and optimizes career site content and outreach to attract more of the right applicants, instead of a recruiter starting each search from an empty external search or a job board.

Deployments
5 public, best grade C
Reported cycle time reduction
30%
AtkinsRéalis, vendor claim
BankingPayments and cards

AI agent for card dispute intake

Card dispute intake is a customer facing AI agent that finds a disputed card transaction and separates suspected fraud from merchant disputes and simple confusion. It 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 industryTechnology and software

AI agent for cloud cost optimization and FinOps

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

Deployments
7 public, best grade C
Median cost reduction
50%
5 deployments, 1 "up to" value left out
Cross industryBanking

AI agent for complaints recognition, investigation and response

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

Deployments
8 public, best grade B
Reported time saved per task
about 7 minutes
Yorkshire Building Society, vendor claim
Cross industryTechnology and software

AI agent for contract obligation tracking and compliance

Contract obligation tracking uses AI to extract commitments and deadlines from signed contracts, keep them in one register and alert the owner before a deadline is missed. The commitments include service levels, renewal and notice dates, price escalators, audit rights and delivery milestones.

Deployments
3 public, best grade C
Autonomy
Supervised agent
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
Cross industryTechnology and software

AI agent for data quality monitoring and observability

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

Deployments
8 public, best grade C
Median time to repair reduction, vendor reported
20%
3 deployments
Automotive

AI agent for dealer service retention and aftersales outreach

AI dealer service retention is an AI agent that reaches vehicle owners by text or email when service is due and books the appointment in that conversation. It continuously mines a dealer's service records for each vehicle's factory intervals, declined work, open recalls and lapsed visits, and answers what is due, so a lean service team keeps more of the visits it would otherwise lose to time or a competitor.

Deployments
5 public, best grade C
Autonomy
Supervised agent
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
6 public, best grade B
Median containment rate
70%
3 deployments
Cross industryTechnology and software

AI agent for drafting employee performance reviews

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

Deployments
7 public, best grade B
Reported cycle time reduction
84%
Case Status, vendor claim
Cross industryBanking

AI agent for early collections and hardship support

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

Deployments
6 public, best grade B
Reported cost reduction
75%
SameDay Auto Finance, vendor claim
Energy and utilities

AI agent for EV charging driver support and charger troubleshooting

An AI agent for EV charging driver support answers the phone, chat and email contacts of drivers who cannot start or finish a charging session. It identifies the charger and session, checks its status in the charge point management system, runs remote actions such as ending a session, releasing a cable lock or resetting the charger, and hands the case to a person when the fault needs one.

Deployments
3 public, best grade C
Reported containment rate
about 70%
EVPassport, vendor claim