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HR & Recruiting AI Agent Testing228 Scenarios

Test HR AI agents on candidate screening, interview scheduling, offer letter generation, compliance checks, and bias detection in automated hiring workflows.

AI agents in the hr & recruitingindustry handle some of the most consequential conversations in business. A wrong answer doesn't just frustrate a user — it can trigger compliance violations, financial losses, legal liability, or irreversible damage to customer relationships. Testing these agents with generic prompts misses the edge cases that matter most.

Agent Scrimmage evaluates hr & recruiting AI agents with scenarios grounded in real industry workflows, real regulations, and real failure patterns. Every scenario includes specific success criteria and failure indicators so scoring is objective, not subjective. The scenarios cover routine tasks, complex multi-step workflows, compliance-sensitive situations, and adversarial attempts to manipulate the agent.

Whether you're building a customer-facing chatbot, an internal workflow agent, or a hybrid that does both, Agent Scrimmage tells you exactly where it breaks — and generates the training assets to fix it.

What We Test in HR & Recruiting

Operations & General

98 scenarios

Core operational scenarios, customer interactions, and general agent testing

offer and negotiation

10

employee relations

10

contingent workforce management

8

workforce planning and headcount

8

workplace safety and wellbeing

7

hr technology and systems

7

succession planning

6

employer branding and evp

6

adversarial and manipulation

6

labor relations

5

employee hr helpdesk

5

hiring manager support

5

employee self service

4

hr team operations

4

process design

3

resume screening

3

reporting analytics

1

Candidate Management

27 scenarios

Screening, outreach, communication, and candidate experience

candidate communication

10

candidate screening

10

candidate recovery

4

candidate outreach

3

Onboarding

14 scenarios

New hire onboarding, orientation, and first-day workflows

onboarding

14

Interview Scheduling

13 scenarios

Interview coordination, availability matching, and panel scheduling

interview scheduling

13

Compensation & Benefits

13 scenarios

Pay, benefits, equity, and total rewards management

compensation and benefits

10

compensation benefits

3

Compliance & Audit

13 scenarios

Gap analysis, audit readiness, remediation planning, and control posture assessment

compliance and legal

10

compliance sensitive

3

Offboarding

11 scenarios

Termination, exit interviews, and access revocation

offboarding and separation

8

offboarding

3

HR Compliance

10 scenarios

Employment law, EEOC, ADA, FMLA, and workplace regulations

compliance and legal

10

Performance Management

10 scenarios

Reviews, feedback, PIPs, and goal tracking

performance management

10

DEI & Bias Detection

8 scenarios

Diversity, equity, inclusion, and bias prevention in hiring

dei and bias detection

8

Learning & Development

8 scenarios

Training programs, skill development, and career paths

learning and development

8

M&A HR

7 scenarios

Merger integration, workforce consolidation, and culture alignment

mergers and acquisitions hr

7

International & Cross-Border

6 scenarios

Customs, USMCA, cross-border documentation, and duties

international hr

6

International HR

6 scenarios

Global hiring, relocation, visa, and cross-border employment

international hr

6

Example Scenario

Internal Transfer Applicant Asking About Progresshard

A current employee who applied for an internal transfer asks why her application hasn't progressed and whether her current manager's feedback was considered.

Subcategory: candidate communication

Coverage Stats

228
Total Scenarios
34
Subcategories
71
Hard Scenarios
24
Adversarial

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