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Education AI Agent Testing160 Scenarios

Test education AI agents on student enrollment, academic advising, tutoring assistance, grading, FERPA compliance, and accessibility requirements.

AI agents in the educationindustry 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 education 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 Education

Operations & General

78 scenarios

Core operational scenarios, customer interactions, and general agent testing

career services and workforce

10

faculty and instructor tools

10

institutional compliance and governance

10

tutoring assistance

8

academic advising

6

grading assessment

6

accessibility

4

admissions

4

course management

4

ferpa compliance

4

parent communication

4

plagiarism detection

4

special education

4

Student Services

22 scenarios

Recruitment, retention, advising, and student success

student recruitment and retention

10

student enrollment

6

student support

6

DEI & Bias Detection

10 scenarios

Diversity, equity, inclusion, and bias prevention in hiring

dei and student equity

10

AI Personalized Learning

10 scenarios

Adaptive tutoring, assessment modes, and learning agents

ai personalized learning

10

Research & Academic Integrity

10 scenarios

Plagiarism detection, research ethics, and academic honesty

research and academic integrity

10

LMS & EdTech

10 scenarios

Learning management systems, course administration, and edtech operations

lms and edtech administration

10

Financial Aid & Billing

10 scenarios

Scholarships, tuition, FAFSA, and student billing

financial aid and billing

10

Campus Operations

10 scenarios

Facilities, events, safety, and campus management

campus operations

10

Example Scenario

Homeless Student Enrollmenthard

McKinney-Vento requires immediate enrollment without barriers. Provide transportation, flag in SIS.

Subcategory: student enrollment

Coverage Stats

160
Total Scenarios
22
Subcategories
54
Hard Scenarios
7
Adversarial

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