81 organizations in 16 countries run these use cases in public. 86% of those 95 deployments disclose a measurable outcome.
Cross industryEnergy and utilities
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 industryManufacturing
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
Cross industryTechnology and software
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 industryTechnology and software
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
Cross industryTechnology and software
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
Cross industryTechnology and software
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 industryTechnology and software
An AI agent that runs user access reviews, flags entitlements that differ from peers in similar roles, and leaves only the exceptions for a human reviewer. It pulls entitlement data from every connected application, scores each grant against the peer profile, groups or pre approves low risk, expected access, and keeps an audit ready record of every decision.
Deployments
5 public, best grade C
Reported cycle time reduction
75%
Sprout Social, vendor claim
Cross industryTechnology and software
An inbound lead qualification agent is an AI agent that engages inbound prospects the moment they arrive, qualifies them and books a meeting or hands them to the right salesperson. It works on the website, chat, messaging or the sales phone line, answers their first questions, qualifies against the organization's criteria, and writes the conversation context into the CRM so the salesperson receives a ready conversation.
Deployments
8 public, best grade C
Median conversion uplift, vendor reported
19%
3 deployments
Cross industryBanking
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
14 public, best grade B
Median containment rate
66%
4 deployments
Cross industryTechnology and software
An AI agent for outbound sales prospecting researches target accounts and contacts, and drafts personalized outbound outreach for a sales team. It writes the emails, LinkedIn messages and call scripts from the campaign, the prospect's context and the sales goals, and sequences the follow ups, with a sales development rep approving or sending every message.
Deployments
7 public, best grade C
Cross industryPharma and life sciences
A travel and expense audit agent is an AI agent that checks every travel and expense report line against policy, for auditors. It checks 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 carry real risk.
Deployments
8 public, best grade C
Median automation rate, vendor reported
72%
3 deployments
Cross industryTechnology and software
An AI treasury assistant answers a corporate treasury team's questions in plain language, from live cash and bank data to internal policy, instead of staff stitching exports together.
Deployments
4 public, best grade C
Cross industryBanking
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 catalog, 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 industryBanking
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
9 public, best grade B
Median employee adoption
86%
4 deployments
Cross industryInsurance
AI avatar video turns a script or an existing recording into a presenter video in many languages, for executive updates, product education and marketing. Communications and marketing teams review the script and the translation, then publish, instead of booking talent, a studio and a voice artist again each time a line or a language changes.
Deployments
9 public, best grade C
Median cycle time reduction, vendor reported
50%
3 deployments
Cross industryBanking
An AI coding assistant helps software developers by completing and generating code in their IDE and code review flow. It also explains unfamiliar modules, drafts unit tests and reviews pull requests for common defects, while generated code goes through the same review, testing and change controls as any other code.
Deployments
12 public, best grade B
Median productivity gain
22.5%
4 deployments, 2 "up to" values left out
Technology and softwareMedia and entertainment
AI content moderation for trust and safety scans user generated content, such as live video, images, chat and audio, against an online platform's policy in real time. It removes or hides the clearest violations and routes borderline cases to a human moderator with its reasoning attached, so the platform can review far more content than a human team alone while keeping irreversible decisions with a person.
Deployments
4 public, best grade C
Cross industryTechnology and software
AI that checks an organization's pay decisions for unexplained gaps by gender, race or other protected characteristics. It statistically analyzes pay data, and at the point a recruiter or manager sets a starting salary, a raise or a promotion increase, it checks the proposed number against pay bands and equity rules and flags a decision before it creates a new gap, instead of finding it in next year's audit.
Deployments
9 public, best grade C
Reported cost reduction
25%
Elevance Health, vendor claim
Cross industryGovernment and public sector
Training content generation is AI that helps learning and development teams turn source material into employee training content. It turns procedures, product documentation and policies into course outlines, lesson text, quizzes, narration, avatar videos and translations, which instructional designers and subject matter experts review before publishing.
Deployments
16 public, best grade B
Median cycle time reduction, vendor reported
84.5%
4 deployments
Cross industryTechnology and software
AI detection engineering drafts, tests and tunes the rules that find attacks in security logs, from threat reports, vulnerability disclosures or plain language requests, for an engineer to approve. It also translates rules between query languages, tags them with MITRE ATT&CK techniques and checks them against the organization's own data before they go live.
Deployments
4 public, best grade B
Reported false positive reduction
67%
Amazon, organization claim
Cross industryTechnology and software
Employee attrition prediction and retention analytics uses machine learning to score each employee's risk of resigning, for HR and managers. It scores that risk from HR, performance, engagement and compensation data, surfaces the factors driving it for a manager or HR business partner, and feeds an aggregate view of where attrition is concentrated, so retention effort goes to the people and teams most likely to leave instead of being spread evenly or applied only after someone resigns.
Deployments
4 public, best grade B
Reported accuracy
about 95%
IBM, organization claim
Cross industryManufacturing
AI for FX exposure forecasting is a machine learning model that predicts a company's future foreign currency cash flows, so treasury can set hedges against a more accurate exposure number. Treasury still decides the hedge ratios, instruments and timing, and executes the trades.
Deployments
2 public, best grade C
Reported forecast accuracy
96%
ASML, organization claim
Cross industryBanking
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
10 public, best grade B
Median time to repair reduction
75%
6 deployments
Cross industryBanking
AI for legacy code modernization reads old code such as COBOL and explains what each program does. It also works on languages like PL/I or old Java, mapping each program's data flows and dependencies, drafting the equivalent modern code or specification, and generating the regression tests needed to prove the new system behaves like the old one.
Deployments
7 public, best grade B
Reported cycle time reduction
about 50%
Google, organization claim
