HR & Recruiting AI Agent Testing — 228 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 scenariosCore operational scenarios, customer interactions, and general agent testing
offer and negotiation
10employee relations
10contingent workforce management
8workforce planning and headcount
8workplace safety and wellbeing
7hr technology and systems
7succession planning
6employer branding and evp
6adversarial and manipulation
6labor relations
5employee hr helpdesk
5hiring manager support
5employee self service
4hr team operations
4process design
3resume screening
3reporting analytics
1Candidate Management
27 scenariosScreening, outreach, communication, and candidate experience
candidate communication
10candidate screening
10candidate recovery
4candidate outreach
3Onboarding
14 scenariosNew hire onboarding, orientation, and first-day workflows
onboarding
14Interview Scheduling
13 scenariosInterview coordination, availability matching, and panel scheduling
interview scheduling
13Compensation & Benefits
13 scenariosPay, benefits, equity, and total rewards management
compensation and benefits
10compensation benefits
3Compliance & Audit
13 scenariosGap analysis, audit readiness, remediation planning, and control posture assessment
compliance and legal
10compliance sensitive
3Offboarding
11 scenariosTermination, exit interviews, and access revocation
offboarding and separation
8offboarding
3HR Compliance
10 scenariosEmployment law, EEOC, ADA, FMLA, and workplace regulations
compliance and legal
10Performance Management
10 scenariosReviews, feedback, PIPs, and goal tracking
performance management
10DEI & Bias Detection
8 scenariosDiversity, equity, inclusion, and bias prevention in hiring
dei and bias detection
8Learning & Development
8 scenariosTraining programs, skill development, and career paths
learning and development
8M&A HR
7 scenariosMerger integration, workforce consolidation, and culture alignment
mergers and acquisitions hr
7International & Cross-Border
6 scenariosCustoms, USMCA, cross-border documentation, and duties
international hr
6International HR
6 scenariosGlobal hiring, relocation, visa, and cross-border employment
international hr
6Example Scenario
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.
Coverage Stats
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