Skip to content
  1. Home
  2. AI agents
  3. Enterprise AI agent examples
  4. HR and onboarding

Plan · Enterprise AI agent examples

AI agents for HR and onboarding: what they do and what companies report

An HR agent answers employee questions about policy, pay and leave from the employee’s own record and the policy library, completes routine HR transactions such as time-off requests and verification letters, and hands sensitive cases to an HR person. In recruiting, the same pattern screens and schedules candidates while people make the hiring decision.

Mahesh TatiparthyFounder and CEO, QueryNow
Last reviewed 2 November 2026Product names and statuses as of that date
In this guide: 83 pages

Key takeaways

  1. The HR agents with published figures are vendor self-use or vendor stories. IBM reports 94% containment of common questions for AskHR, Salesforce 96% of employee inquiries resolved without the HR team, and Workday says its hiring agent handles 95% of 7-Eleven’s hiring process.
  2. Answering is the easier half. The larger numbers come from transactions the agent completes, such as IBM’s more than 1 million HR transactions in 2024, and every transaction needs an identity that acts for the employee and nobody else.
  3. Recruiting agents carry legal weight. Recruitment and selection are Annex III high-risk uses under the EU AI Act, with duties from 2 December 2027, and New York City has enforced bias audits of automated employment decision tools since 5 July 2023.
  4. Decisions about hiring, pay and leave exceptions stay with people. The published agents complete routine transactions within policy and route sensitive cases and exceptions to HR.
How an HR agent answers, acts and hands offAn employee or candidate asks in Teams, an HR portal or by text message. The agent checks the person's profile, such as location and role, and the policy that applies. It answers the question or runs a listed HR transaction such as a time-off request or a verification letter. Sensitive cases go to an HR person with the conversation attached. Controls: the agent acts as the employee and reads only that person's record, it reaches only the fields the task needs, decisions on hiring, pay and leave exceptions stay with people, and containment, errors and escalations are measured.The request pathPerson asksIn Teams, a portalor a hiring textCheck profileLocation, role andthe matching policyAnswer or actPolicy answer, or alisted transactionHand to HRSensitive cases go toa person with contextIdentityActs as the employee;reads their recordData scopeOnly the fields thetask needsHuman decisionHiring, pay and leaveexceptions stay humanMeasurementContainment, errors,escalation rateControls around the flowHow an HR agent answers, acts and hands offAn employee or candidate asks in Teams, an HR portal or by text message. The agent checks the person's profile, such as location and role, and the policy that applies. It answers the question or runs a listed HR transaction such as a time-off request or a verification letter. Sensitive cases go to an HR person with the conversation attached. Controls: the agent acts as the employee and reads only that person's record, it reaches only the fields the task needs, decisions on hiring, pay and leave exceptions stay with people, and containment, errors and escalations are measured.The request pathPerson asksIn Teams, a portalor a hiring textCheck profileLocation, role andthe matching policyAnswer or actPolicy answer, or alisted transactionHand to HRSensitive cases go toa person with contextControls around the flowIdentityActs as the employee;reads their recordData scopeOnly the fields thetask needsHuman decisionHiring, pay and leaveexceptions stay humanMeasurementContainment, errors,escalation rate
The request path of an HR agent and the four controls around it. The employee’s identity limits what the agent can read; sensitive cases go to a person.

What do AI agents do in HR and onboarding?

They answer policy and benefits questions from the employee’s profile, complete self-service transactions such as time-off requests and letters, help managers start transfers, and in recruiting they screen and schedule candidates. The level varies by task, and so does the control we add.

HR and recruiting tasks by what the agent is allowed to do. "Answers" means it replies from content; "assists" means it drafts or guides and a person acts; "acts" means it changes something itself.

TaskLevelWhat it touches, and the control we addSeen in
Policy and benefits questionsAnswersThe policy library and the employee’s location and roleCoca-Cola Andina, Salesforce, IBM
Time-off requestsActsThe HR system; checked against policy before it is filedSalesforce, IBM
Verification letters, profile and direct-deposit updatesActsThe employee’s HR record; the employee confirms each changeIBM, Salesforce
Manager transfers and org changesActsSAP SuccessFactors; the manager starts and approvesIBM
Raise a case to HRActsA ticket and a notification to the HR managerCoca-Cola Andina
Candidate screening and interview schedulingActsThe applicant tracking system and managers’ calendars; a recruiter owns the shortlist7-Eleven, The Adecco Group
New-hire guidanceAssistsTemplates, checklists and past referencesKPMG (one-line source)

Employee data makes HR stricter than IT. A service desk agent that opens the wrong ticket usually exposes an IT problem; an HR agent that opens the wrong record can expose a salary, a medical leave or a disciplinary case.

What have companies published about HR agents?

Five organizations publish something about an HR or recruiting agent, three of them with outcome figures. All but one are vendor stories or vendor self-use; The Adecco Group’s comes from its own release. Read each figure as the publisher’s claim and check what it counts before you set a target from it.

Publicly reported HR and recruiting agents, as published by each source and opened on 2 November 2026. None of these companies is a QueryNow client.

CompanyWhat the agent doesPublished figureSource and dateHow to read it
IBM (AskHR)Answers HR questions and runs about 80 HR tasks, such as verification letters, vacation requests and manager transfers in SAP SuccessFactors94% containment of common questions; more than 11.5 million interactions and over 1 million HR transactions in 2024; 75% fewer support tickets since 2016IBM case study, undated, read 2 November 2026Vendor self-use on watsonx Orchestrate; AskHR "helped contribute to" a 40% fall in HR operating costs over four years
Salesforce (own Employee Portal)Answers HR questions, checks time-off requests against policy and updates the HR system, tracks onboarding tasks, escalates sensitive issues to HRNearly 10 million searches; 96% of employee inquiries resolved without the HR teamSalesforce News, 6 May 2025Vendor self-use, published at the product launch
7-Eleven (hiring agent "Rita")Screens candidates by text, schedules interviews on store leaders’ calendars, sends offers and onboarding steps40,000 hours saved a week; 95% of the hiring process handled; 85% of applicants scheduled in under an hour; time to hire 7 days shorterWorkday customer story, undated, read 2 November 2026Vendor claim on Workday Paradox; no method given for the hours
Coca-Cola Andina ("Andi")Answers HR questions from the employee’s profile and the policy library; raises a ticket to HR through Power AutomateMore than 300 employees using it after a test in four regions of Argentina; no efficiency figuresMicrosoft customer story, 19 March 2026Copilot Studio with Entra ID and SharePoint; adoption only
The Adecco GroupPre-screening, recruiter and onboarding agents that talk with candidates, launched by recruitersMore than 2.5 million agent-candidate interactions since April 2025; no outcome figureAdecco Group press release, 15 September 2026Activity count on Salesforce Agentforce

Microsoft’s July 2025 roundup adds two one-line entries: a KPMG onboarding agent said to cut follow-up calls by 20%, with no baseline or period, and an HCLTech design in which a supervisor agent passes HR tickets to specialist agents, where the 40% faster resolution is an expectation. Neither is strong enough to plan on.

What controls does an HR agent need?

An HR agent needs the controls of any agent that acts, set tighter because the data is personal and some of the decisions are regulated. We start every HR build with the five below and write each one into the acceptance criteria.

  • Identity. The agent reads and acts as the signed-in employee, so it can only reach that person’s record and the policies that apply to them. Coca-Cola Andina’s agent answers from each employee’s location and title, and the build lists Microsoft Entra ID. On Microsoft, a new Copilot Studio agent also gets its own Entra Agent ID, which is what you audit or disable.
  • Data scope. Name the fields the agent may read for each task. A leave question needs the leave balance and the policy for that country, never the salary history or a medical note.
  • Approval. Transactions within policy run once the employee confirms; manager actions need the manager; pay, leave exceptions, grievances and hiring decisions go to HR. Salesforce describes its agent escalating sensitive issues to a human HR representative.
  • Evaluation. Before release, test real questions from each country and policy set, including ones the agent must refuse or escalate. Leave rules differ by location, and a confident wrong answer about an entitlement costs more than a handoff.
  • Regulation. For recruiting, document that the agent screens and schedules while a recruiter decides, keep the logs, and check the use against the EU AI Act’s Annex III duties, which apply from 2 December 2027 after the Digital Omnibus, and against local rules. New York City’s Local Law 144 requires a bias audit within one year before an automated employment decision tool is used, plus notices to candidates.

Monitoring follows the service desk pattern: containment and escalation rate by topic, errors found in a weekly sample of answers, and the share of employees who start with the agent rather than an email to HR.

Where should you start with an HR agent?

Start with policy questions in one country, answered from the employee’s own profile, then add the two or three transactions that make up most HR cases. Leave recruiting until the employee-facing agent runs cleanly, because recruiting brings the regulated decisions.

  1. Export a year of HR cases and rank them by topic and country. Leave, pay dates, benefits enrolment and letters usually lead.
  2. Clean the policy library for that country first: one current version per policy, an owner for each and a review date.
  3. Launch answers in the channel employees already use, with a handoff to HR that carries the conversation. Record the baseline: cases per 100 employees and time to answer.
  4. Add transactions one at a time, each with an employee confirmation and a logged result, starting with time-off requests and verification letters.
  5. Bring in recruiting or a second country after a quarter of clean numbers, with counsel’s classification of the recruiting use on file.

How do Microsoft, AWS and Google implement it?

Where the published HR agents ran, and what each cloud offers for the next one, with statuses as the vendor pages showed on 2 November 2026.

Capability, Microsoft, AWS, Google

CapabilityMicrosoftAWSGoogle
Where the examples ranCoca-Cola Andina on Copilot Studio with Entra ID, Power Automate and SharePointNo HR agent with figures in our research setNo HR agent with figures in our research set
Build the agentCopilot Studio (low code) or Microsoft Foundry Agent Service (pro code)Amazon Bedrock AgentCore; Bedrock Agents Classic is closed to new customers since 30 July 2026Gemini Enterprise Agent Platform with ADK and Agent Runtime
Identity for the agentMicrosoft Entra Agent ID, created for every new Copilot Studio agent since July 2026AgentCore Identity with on-behalf-of token exchangeAgent Identity (SPIFFE-based); API in preview since 18 June 2026
Connection to the HR systemPower Platform connectors and Microsoft 365 Copilot connectorsAgentCore Gateway turns HR system APIs into MCP toolsGemini Enterprise connectors; Agent Registry holds MCP servers and tools

The HR suite vendors published the examples with figures: IBM on watsonx Orchestrate, Salesforce on Agentforce for HR Service and Workday on Paradox, each sold as the vendor’s own product beside the HR system of record.

Frequently asked questions

Can an HR agent approve time off on its own?

Within policy, yes, once the employee confirms and the request meets the rules the HR system already enforces. Salesforce’s own agent checks each request against policy and then updates the HR system. Exceptions, such as leave beyond the entitlement, go to the manager or HR.

Is an AI recruiting agent high-risk under the EU AI Act?

It can be. Recruitment and selection are Annex III uses, so an agent that screens or ranks candidates can fall into the high-risk tier once the whole system is assessed, with duties from 2 December 2027. An agent that only books interviews is a weaker case. Your counsel makes the classification.

What containment rate should an HR agent reach?

We found no independent benchmark; the published rates are vendor claims. IBM reports 94% for common questions and Salesforce 96% of inquiries, both measured on their own employees by the company that sells the product. Set your target from your own baseline by topic, and track the error rate in a weekly sample beside it.

Should HR and IT share one agent?

Microsoft runs one front door for IT, HR and campus support and publishes IT figures only. We build HR as its own connected agent with its own identity and data scope, so the HR record never sits within an IT agent’s reach.

More in Enterprise AI agent examples

IT service deskRead Finance and accountingRead Customer serviceRead ProcurementRead Legal and contractsRead SalesRead Supply chain and field serviceRead Software engineeringRead Security operationsRead Knowledge searchRead Examples by industryRead Measuring AI agent ROIRead

Sources

Each source was read on 2 November 2026. The date shown is the date on the page, or the page’s ms.date for Microsoft Learn; an undated page shows the date it was read.

  1. Transforming HR support with agentic AI (IBM AskHR) IBM, undated page, read 2 November 2026. The page shows a 2025 copyright and describes 2025 updates.
  2. Salesforce launches Agentforce HR Service to make employee support easy for everyone Salesforce News, 6 May 2025
  3. 7-Eleven streamlines hiring with conversational AI Workday, undated page, read 2 November 2026
  4. Coca-Cola Andina customer story (Copilot Studio) Microsoft, 19 March 2026
  5. Adecco Group announces Salesforce’s Agentforce Coworker rollout across 40 countries Adecco Group, 15 September 2026
  6. AI-powered success with more than 1,000 stories of customer transformation and innovation Microsoft Cloud Blog, 24 July 2025
  7. Building trust in AI-powered support at Microsoft: our Employee Self-Service agent story Microsoft Inside Track, 8 October 2026
  8. AI Act: regulatory framework for AI European Commission, 19 October 2026
  9. Automated employment decision tools (AEDT) NYC Department of Consumer and Worker Protection, undated page, read 2 November 2026. Enforcement began on 5 July 2023.
  10. What’s new in Copilot Studio Microsoft Learn, 22 October 2026
  11. Amazon Bedrock AgentCore is now generally available AWS What’s New, 13 October 2025
  12. Gemini Enterprise Agent Platform release notes Google Cloud, 28 October 2026
  13. Amazon Bedrock Agents Classic maintenance mode AWS documentation, undated page, read 2 November 2026
  14. On-behalf-of token exchange (AgentCore Identity) AWS documentation, undated page, read 2 November 2026
  15. Agent Identity overview Google Cloud, undated page, read 2 November 2026
  16. What is Microsoft Foundry Agent Service? Microsoft Learn, 26 October 2026
  17. Use connectors in Copilot Studio Microsoft Learn, 18 August 2026
  18. Microsoft 365 Copilot connectors overview Microsoft Learn, 30 September 2026
  19. Introduction to connectors and data stores Google Cloud, undated page, read 2 November 2026
  20. Amazon Bedrock AgentCore Gateway AWS documentation, undated page, read 2 November 2026

Planning an AI program?

Talk to the team that builds it and runs it after launch.

Talk to our team See our workTell us the workflow
  • Built to SOC 2, HIPAA and GDPR standards
  • EU AI Act-aligned delivery
  • Microsoft Solutions Partner