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Policies and internal rules · Policy · Governance

AI in Hiring Policy

Rules for using AI to recruit, screen and assess candidates: transparency, human oversight, bias testing and candidate rights.

GROU LLC · built on AI Business Core, by Vreinn · · How we verify sources

Who it helps

Employers and staffing firms using AI to screen, score or interview candidates.

Who uses it
HR, recruiters, legal, compliance and AI committee
Usual owner
HR; legal
Formats
DOCX, PDF
Languages
Español, English
Approximate length
8 pages
Length
Standard. A complete policy, procedure, plan or guide, with roles, deadlines and evidence.
Document type
Policies and internal rules. Rules your organization approves and staff follow: what is allowed, what is not and who decides.
Document code
APG-GOV-012. APG is the AI Policy Generator collection, GOV the area (Governance) and the number identifies the document. Use it to cite the document in your document system.

Preview

Excerpt generated from the document: the "How to use this document" section, the title and the first two sections, plus the full table of contents. The rest of the text is not shown.

APG-GOV-012 · Version 1.1.0 · sources as of November 4, 2026

How to use this document

  • What it is for. This is a base policy setting how AI may be used to source, screen, assess, interview and select candidates: which tools are allowed, which uses are prohibited, how bias is tested, what candidates are told and how a person stays in charge of the decision.
  • Who should own it. Usually human resources (talent acquisition) together with legal. Enter the function in [RESPONSIBLE FUNCTION] and the person in [OWNER]. The AI committee approves tools.
  • Decisions to take first. Before adopting it, decide: at which stages of the process AI is allowed (Section 5); whether the policy also covers promotions and internal mobility (clause 2.3); which bias metrics and thresholds you will use (Section 7); who acts as human reviewer (Section 9); and how long you keep candidate data (Section 11).
  • Fields to complete. Replace the bracketed fields, complete the tool register in Section 6.1 and adapt the candidate notice in aid F. Keep [OPTIONAL] clauses only if they apply.
  • Country variants. The "Country variants" section covers what changes in Spain, the European Union and several US jurisdictions (federal, New York City, Illinois, California and Colorado). Keep the ones that match where the jobs or the candidates are, not only where the organization is headquartered.
  • Review. Have your employment and data protection counsel review the adapted version, especially the notices, retention periods, bias audit regime and the relationship with worker representatives.
  • Approval and publication. Have it approved by HR leadership and the AI committee, record the approval in "Version history," publish it on the intranet for everyone involved in hiring and train recruiters and hiring managers before any tool is used.

AI in Hiring Policy

Field Value
Organization [LEGAL ENTITY NAME]
Owning function [RESPONSIBLE FUNCTION]
Policy owner [OWNER]
Approved by [APPROVED BY]
Effective date [DATE]
Review frequency [REVIEW FREQUENCY]
Candidate contact [PRIVACY EMAIL]
Internal contact [AI GOVERNANCE EMAIL]

1. Purpose

1.1 [ORGANIZATION NAME] wants to attract and select the best talent fairly, efficiently and with respect for candidates. AI can help manage high application volumes, reduce repetitive tasks and organize information, but it can also reproduce bias, process data excessively and leave people without an explanation or a way to challenge the outcome.

1.2 This policy sets the rules for using AI systems in hiring lawfully, transparently and without discrimination, with real human oversight and with evidence of how decisions are made.

2. Scope

2.1 This policy applies to any AI system or automated tool used at any stage of hiring, including:

a) drafting and targeting job postings and job ads;
b) proactive sourcing of profiles in databases or professional networks;
c) reading, extracting and classifying resumes and application forms;
d) scoring, ranking or filtering applications;
e) candidate chat assistants, screening questions and interview scheduling;
f) tests, questionnaires and assessment games;
g) recorded or live interviews analyzed with AI, and interview transcription or summaries;
h) reference and background checks;
i) recommendations on offers, levels or pay.

2.2 It applies to HR staff, hiring managers and everyone involved in hiring, and to staffing agencies, platforms and vendors that assess candidates on behalf of [ORGANIZATION NAME].

2.3 [OPTIONAL] This policy also applies to promotion, internal mobility, training allocation and performance evaluation processes that use AI systems, with the adaptations in Section 14.

2.4 This policy supplements the responsible AI use policy, the AI tool adoption policy, the AI vendor management policy and the privacy policy of [ORGANIZATION NAME]. In case of conflict, the rule most protective of the candidate applies.

Full table of contents of the document:

  • 1. Purpose
  • 2. Scope
  • 3. Definitions
  • 4. Principles
  • 5. Permitted, conditional and prohibited uses
  • 6. Tool approval
  • 7. Bias testing and monitoring
  • 8. Transparency with candidates
  • 9. Human oversight
  • 10. Reasonable accommodation and alternative process
  • 11. Candidate data
  • 12. Decision review and complaints
  • 13. Vendors and staffing agencies
  • 14. Information to workers and their representatives
  • 15. AI skills in job profiles
  • 16. Roles and responsibilities
  • 17. Training
  • 18. Reporting and non-compliance
  • 19. Policy review
  • Country variants
  • Implementation aids
  • Related regulatory references
  • Version history

Rules in the registry whose obligations relate to this base document, based on our reading of the sources. It does not mean they apply to you.

Spain

European Union

United States (federal)

California

New York (incl. NYC)

Illinois

Kits that include this document

Includes 5 documents

HR and AI Recruiting Kit

AI hiring policy, notice to workers and representatives, meaningful human oversight, DPIA and decision review for candidates and employees.

USD 129USD 215

Complete kit · available to buy

Includes 5 documents

US AI in Employment Kit (New York, Illinois, California, Colorado)

Reference template for the impact-ratio bias audit report (in New York City an independent auditor performs it), AI hiring policy, AI-use notice to candidates, human oversight and a decision log, related to New York, Illinois, California and Colorado employment rules.

USD 119USD 215

Complete kit · available to buy

Includes 91 documents

Complete pack

Every sellable template in the catalog in a single pack: base policies, procedures, registers, notices and matrices to adapt with your own team, at a flat price below the sum of the individual documents.

USD 297USD 3393

Complete kit · available to buy

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