AI use cases for Human Resources
25 documented implementations
Personio builds an AI HR assistant on Amazon Bedrock with EU data residency
HR software provider Personio built Personio Assistant on Amazon Bedrock, embedded in its product so HR teams can query employee data in natural language. The AWS case study says it handles 70 percent of routine HR requests, cut HR reporting time by 21 percent and day-to-day processes by 20 percent, and stores data within the EU.
PersonioAmazon Bedrock · Amazon Bedrock Knowledge Bases · Amazon S3 +3IG Group saves analysts 70 hours weekly and hits full ROI in 3 months with Claude for Work
IG Group, a global online trading and financial services firm, rolled out Claude for Work across HR, marketing and technical teams to draft performance review feedback, produce and translate multilingual marketing content, and write SQL queries for analytics. The company achieved full ROI within three months, saved its analytics team about 70 hours a week, saw productivity increase by 100% in some use cases, and achieved triple-digit improvements in marketing speed-to-market while reducing dependence on outside agencies.
IG GroupClaude for Work · Claude EnterpriseENGIE Impact identifies risk more accurately using Azure Analytics and AI Services
Sustainability consultancy ENGIE Impact adopted Azure AI Foundry, Azure Databricks and Microsoft 365 Copilot to process data from 31,000 vendors across more than 600,000 sites and $1.8 million invoices monthly, running daily machine learning predictions that improved account risk identification by 13x over its previous process.
ENGIE Impact· United StatesAzure AI Foundry · Azure Databricks · Microsoft 365 Copilot +2
Jamf Reaches 89% Active Usage in Eight Weeks with Claude Enterprise
Jamf, which manages and secures Apple devices for more than 70,000 customers worldwide, rolled out Claude Enterprise (procured via AWS Marketplace) and Claude on Amazon Bedrock company-wide with a risk-tiered governance framework. Within eight weeks, 89% of licensed employees were actively using it, with 285 documented use cases across all 16 departments (98 fully implemented) and an estimated 838 hours saved per month from HR's 21 implemented use cases alone.
JamfClaude Enterprise · Claude Cowork · Claude on Amazon Bedrock +1KPMG deploys tens of thousands of employee-built AI agents on Microsoft's AI stack
Professional services firm KPMG integrated Microsoft 365 Copilot into daily tools for 280,000 professionals and used Copilot Studio and Azure AI Foundry to let employees build their own AI agents and micro-use cases, deploying tens of thousands of them. One onboarding agent that helps new hires find templates and historical context reduced follow-up calls by 20%, and an enterprise-grade ESG agent that automates policy lifecycle management contributed to an 18-month reduction in compliance timelines. Department-level agents include KPMG Clara for audit risk detection and a Digital Gateway for real-time tax regulatory analysis.
KPMG· United StatesMicrosoft 365 Copilot · Microsoft Copilot Studio · Azure AI Foundry +3IBM HR scales people analytics with generative BI agents in watsonx BI pilot
IBM's own HR organization piloted watsonx BI, using Generative Business Intelligence agents with a governed semantic layer so business leaders and managers could ask workforce questions in natural language instead of navigating static dashboards. The Q3 2025 pilot achieved an 89.26% accuracy rate on a sample of user-submitted questions and reduced time-to-answer for summary-level talent data from days to minutes.
IBMIBM watsonx BI · IBM Cognos
First West Credit Union accelerates service with Microsoft Copilot and AI agents
Canada's First West Credit Union deployed Microsoft 365 Copilot and built custom agents in Copilot Studio for research, retrieval and commercial banking workflows, reaching 93% employee adoption and a 90% weekly utilization rate, with one division president saying agentic AI lets his team operate with the effectiveness of a team nearly 40% larger.
Improving decision-making to save lives faster
Powys Teaching Health Board (PTHB), which plans NHS services for a quarter of Wales, migrated from a strained on-premises SQL warehouse to the Databricks Data + AI Platform to unify patient, workforce and partner-organization data within a year. The federated lakehouse cut time to build data pipelines by 40%, and staff using the AI-powered Databricks Assistant became 65% more productive answering data questions, while the board is now exploring predictive use cases such as forecasting feature utilization.
NHS England accelerates AI adoption with Microsoft 365 Copilot to improve service delivery and create more time for care
Following the largest healthcare AI trial of its kind globally, which gave more than 30,000 NHS workers across 90 NHS organizations access to Microsoft 365 Copilot and found it saved an average of 43 minutes per staff member per day on administrative tasks (about five weeks per person annually), NHS England is rolling out Microsoft 365 Copilot to 505,000 clinicians and support staff. Ward clerks use it for discharge processes, data analysis, rota building, and bed management; medical secretaries for meeting minutes and templates; and HR, finance, and procurement teams for core administrative functions. The agreement also gives NHS organizations access to Copilot Studio, letting NHS England build agents centrally and individual trusts build custom agents for tasks like reducing help desk burden or accelerating freedom-of-information requests, governed through Agent 365. The deployment follows a 12-month onboarding plan with 200,000 users targeted within the first six months.
NHS England· United KingdomMicrosoft 365 Copilot · Copilot Studio · Agent 365ADT embraces Oracle AI to improve onboarding and enhance workforce insights
ADT, the smart home security provider that hires more than 5,000 new employees annually, deployed Oracle Fusion Cloud HCM's embedded AI features, including the Onboarding Assistant AI agent, which gives new hires guided, step-by-step, 24/7 support through onboarding, and author-assistance AI for performance management and goal setting. Oracle Fusion HCM Analytics uses AI to analyze data from HR transactions, help desk tickets, performance check-ins, and self-service activity to surface attrition patterns, performance trends, and manager effectiveness. ADT reports managers are saving two to three hours per direct report on performance evaluations and goal setting, amounting to a full week regained per year in some cases, plus more consistent onboarding and reduced HR support ticket volume.
ADTOracle Fusion Cloud HCM · Oracle Fusion HCM Analytics · Oracle HR Help DeskNTT DATA Transforms Its Enterprise with Agentic AI in Microsoft Fabric, Azure AI Foundry
NTT DATA adopted Microsoft Fabric data agents integrated with Azure AI Agent Service to build conversational, autonomous AI agents that let employees query enterprise data in natural language and get role-specific insights and recommended actions. Early deployments included a suite of HR-focused agents analyzing staffing, chargeability and productivity data, and agents monitoring back-office KPIs. The AI-driven platform delivered at least 50% faster time to market for new data solutions and improved productivity across HR, sales and operations functions.
NTT DATA· JapanMicrosoft Fabric · Azure AI Agent Service · Azure AI Foundry +1First Abu Dhabi Bank speeds up HR tasks with Oracle's AI chatbot
First Abu Dhabi Bank (FAB) partnered with Oracle to develop an AI-powered HR chatbot using Oracle Digital Assistant and Cohere AI models on dedicated AI clusters, built in just four months using Oracle Digital Assistant's sandbox environment. The chatbot automates leave, salary, and other HR tasks, delivering conversational HR information that has helped improve efficiency, reduce costs, and accelerate HR processes.
First Abu Dhabi Bank· United Arab EmiratesOracle Digital Assistant · Oracle Fusion Cloud HCM · Cohere AI modelsBaylor University uses embedded AI to raise payroll data validation efficiency 65%
Baylor University combined Oracle Fusion HCM Analytics with Oracle Payroll Activity Center, using new AI-enabled capabilities as part of its payroll automation transformation. The change delivered a 65% increase in payroll data validation efficiency and a 49% reduction in payroll processing time.
Baylor University· United StatesOracle Fusion HCM Analytics · Oracle Payroll Activity Center · Oracle Fusion Cloud Human Resources +1Tamilnad Mercantile Bank uses agentic AI to automate finance, HR, and customer service
Tamilnad Mercantile Bank unified finance, HR, sales, and customer service on Oracle Fusion Cloud Applications, chosen for embedded agentic AI capabilities. Expense management, customer service, and payroll are now fully automated, and employees handle twice as many service requests in half the time.
Tamilnad Mercantile Bank· IndiaOracle Fusion Cloud ERP · Oracle Fusion Cloud HCM · Oracle CXNavy Federal Credit Union uses embedded AI to accelerate goal-setting, lifting goals per employee 58%
Navy Federal Credit Union adopted Oracle Fusion Cloud Talent Management, including an AI-powered talent advisor agent that gives managers insights for promotions and career development. Embedded AI automatically generates detailed goals and success criteria from simple input, increasing the average number of performance goals per employee by 58% and growing employees with development goals by 125%.
Navy Federal Credit Union· United StatesOracle Fusion Cloud Talent Management · Oracle Fusion Cloud Human ResourcesHearst uses embedded AI for invoice recognition, cash management, and supplier-payment decisions
Hearst launched Project UniFi to standardize finance, HR, and procurement on Oracle Fusion Cloud Applications, consolidating 19 general ledgers into one chart of accounts and accelerating financial close by 66%. Hearst uses automation and embedded AI to support invoice recognition, cash management, and supplier-payment decisions; intelligent payments help identify suppliers eligible for early-payment discounts across 40,000 vendor relationships.
Hearst· United StatesOracle Fusion Cloud Applications Suite · Oracle Fusion Cloud Enterprise Resource Planning · Oracle Fusion Cloud Enterprise Performance Management +3Caesars Entertainment applies embedded AI to finance and HR workflows
Caesars Entertainment consolidated 650 applications onto Oracle Fusion Cloud Applications and applies embedded AI across finance and HR. In HCM, AI features support performance reviews, development plans, and goal setting. In finance, AI assistants explain performance variances, compare narratives over time, and identify anomalies or biases so teams spend less time on transactions and more time on insight.
Caesars Entertainment· United StatesOracle Fusion Cloud Applications · Oracle Fusion Cloud Enterprise Resource Planning · Oracle Fusion Cloud Enterprise Performance Management +2Boise State University Champions Continuous Innovation with Oracle Fusion Cloud ERP
Boise State University migrated its ERP and HCM systems to Oracle Fusion Cloud Applications, eliminating disruptive upgrades through a continuous, quarterly-release model. The university is now exploring embedded AI capabilities within Oracle Cloud Applications to strengthen decision-making, including generating real-time performance insights and reports and summarizing employee check-ins into annual performance reviews.
Boise State University· United StatesOracle Fusion Cloud Enterprise Resource Planning (ERP) · Oracle Fusion Cloud Human Capital Management (HCM) · Oracle Student CloudSpectrum boosts HR productivity with AI in Oracle Fusion Cloud HCM
Spectrum (Charter Communications), serving a 92,000-person workforce, built an AI-native HR experience called AskHR on top of Oracle Fusion Cloud HCM, using Oracle AI for HCM and Oracle AI Agent Studio. The company rolled out three custom AI agents that let employees get answers to HR queries conversationally, help managers see team data without running reports, and use generative AI to draft and refine performance goals, increasing goals set per employee and improving goal quality.
Spectrum (Charter Communications)· United StatesOracle Fusion Cloud HCM · Oracle AI for HCM · Oracle AI Agent StudioCity of Lohja creates chatbot to power document insights with Oracle AI solution
The Finnish city of Lohja, working with Oracle partner Miracle Finland Oy, built an internal support chatbot using OCI Enterprise AI, Oracle Autonomous AI Lakehouse, Oracle AI Vector Search, and Oracle Graph. The chatbot connects large language models to analyze internal documents and extract entities such as projects, decisions, and people, combining graph and vector queries to answer approximately 85% of HR and ICT helpdesk support questions.
Transforming the Banking Experience with AI
IndusInd Bank migrated to the Databricks Data + AI Platform to build a unified enterprise data platform integrating 1.5 petabytes of data across 44 business areas. Data insight delivery accelerated from 30 hours to 45 minutes or less, the platform supports over 1,200 reports and dashboards, and the enterprise-wide migration was completed in 15 months versus an originally scoped 2.5 years.
IndusInd BankDatabricks · Delta Lake · MLflow +8Lojas Renner Powers Retail AI Agents
Lojas Renner, Brazil's largest fashion retailer with over 20,000 employees, used the Databricks Data + AI Platform to build an AI agent factory. Using Delta Lake, Unity Catalog and Agent Bricks, it deployed an Internal Support Agent that automates HR and operational questions, a Labor Relations Agent serving over 430 users, an Executive Insights Agent, and Voice of the Customer Analytics, reducing response times, boosting agent retention and automating handling of most internal support calls.
Lojas Renner· BrazilDelta Lake · Unity Catalog · Agent Bricks +3Keeping Every Patient Healthier as Fast as Care Demands
Duly Health and Care, the largest multi-specialty physician-owned practice in the U.S., migrated from a 17-year-old SQL Server warehouse to the Databricks Data + AI Platform, unifying nearly 60 data sources including Epic and Workday via Delta Lake and Unity Catalog. Duly's data science team used MLflow and AutoML to build a hospital readmission prediction model, comparing Random Forest, LightGBM and XGBoost algorithms, trained on 100,000 historical patients and achieving a ROC AUC of 89.2%. The company also built a conversational "Physician Finder" tool integrated into its Epic workspace, and five Genie Agents (Patient, Provider, Finance, HR, Appointments) letting non-technical staff query live data in plain English. Duly reports a 29% drop in hospital readmission rates (14% to 10%), saving an estimated $4.5 million annually, a 30% reduction in data platform costs versus SQL Server, and roughly double the number of data projects completed in 2025 versus 2024 with the same headcount.
Duly Health and CareDatabricks SQL · Delta Lake · Unity Catalog +3Attensi Uses the Power of AI to Reduce the Time It Takes to Develop Content by up to 95%
Norwegian gamified-training software company Attensi enhanced its Creator authoring tool and simulation training platform with generative AI built on AWS services including Amazon Bedrock, Amazon SageMaker, and Amazon EKS, plus AWS Partner Hugging Face. The AI features generate dialogue, tasks and minigames, translate text, and convert text to speech, cutting content-creation time by 90-95% with Creator's AI copilots. Attensi's aggregate customer data shows game-based training drives a 19% productivity increase, 5x faster time to competence, 85% knowledge-gap closure, 2.5x revenue growth, and 75% attrition reduction.
Attensi· NorwayAmazon Bedrock · Amazon SageMaker · Amazon Elastic Kubernetes Service (EKS) +1GoJob enhances recruitment capabilities with Mistral
Gojob, a French HR-tech platform specializing in temporary worker staffing that processes over 2 million applications and completes approximately 60,000 recruitments annually across Europe and North America, integrated Mistral Large into its recruitment platform on Azure. The GenAI recruiting assistant conducts real-time conversations with candidates to automate pre-qualification and initial candidate screening.
GoJob· FranceMistral Large · Microsoft Azure