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Marketing AI Agent Testing161 Scenarios

Test marketing AI agents on campaign planning, content strategy, budget allocation, performance analysis, and CMO-level strategic advisory scenarios.

AI agents in the marketingindustry 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 marketing 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 Marketing

ad copy creation

4 scenarios

ad creation strategy

3 scenarios

ad diagnosis and fix

3 scenarios

ad spend optimization

3 scenarios

adversarial and edge cases

8 scenarios

analytics and attribution

10 scenarios

analytics execution

2 scenarios

analytics reporting

3 scenarios

budget and planning

8 scenarios

calendar management

5 scenarios

campaign execution

3 scenarios

campaign strategy

10 scenarios

compliance content

3 scenarios

content diagnosis and fix

3 scenarios

content marketing

10 scenarios

copywriting execution

4 scenarios

copywriting strategy

3 scenarios

cross workspace workflows

5 scenarios

drive search and reference

5 scenarios

email creation

4 scenarios

email diagnosis and fix

3 scenarios

email marketing

8 scenarios

email marketing strategy

2 scenarios

gmail search and draft

5 scenarios

grant diagnosis and fix

2 scenarios

grant writing execution

2 scenarios

grant writing strategy

2 scenarios

paid media

10 scenarios

reporting diagnosis and fix

3 scenarios

seo and organic

10 scenarios

social media

8 scenarios

social media content

4 scenarios

social media strategy

3 scenarios

Example Scenario

Marketing Attribution — Which Channel Is Actually Workinghard

Tests attribution model knowledge and practical multi-channel analysis for a $20M ARR SaaS CMO whose channels all self-report success — grounded in Dreamdata's finding that LinkedIn shows 121% ROAS vs. Google's 67% on a 281-day cycle and the documented 10–20% Meta-vs-GA4 variance.

Subcategory: analytics reporting

Coverage Stats

161
Total Scenarios
33
Subcategories
52
Hard Scenarios
12
Adversarial

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