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SaaS AI Agent Testing878 Scenarios

Stress-test SaaS AI agents on user onboarding, billing disputes, API troubleshooting, feature request triage, account cancellation retention, and permission escalation edge cases.

AI agents in the saasindustry 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 saas 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 SaaS

Application Security (OWASP ASVS)

325 scenarios

SQL injection, authentication, session management, cryptography, API security — grounded in OWASP ASVS 5.0

authentication

41

encoding sanitization

31

frontend security

28

authorization

26

session management

25

cryptography

22

oauth oidc

21

secure coding

21

data protection

20

configuration

16

logging

16

api security

15

tokens

12

file handling

10

validation logic

8

webrtc

7

secure communication

6

SOC 2 Compliance & Infrastructure

312 scenarios

Access controls, incident response, change management, vendor risk, monitoring — grounded in SOC 2 Trust Service Criteria

2026 trends

28

risk mitigation

25

change management

23

privacy

23

governance

23

communication

23

monitoring

22

processing integrity

22

system operations

22

availability

22

access control

22

control activities

20

risk assessment

20

confidentiality

17

Operations & General

144 scenarios

Core operational scenarios, customer interactions, and general agent testing

adversarial and manipulation

11

churn and retention

10

integrations and data

10

product analytics and usage

8

account management

8

permissions and access control

8

feature requests and roadmap

8

customer success operations

8

pricing and packaging

7

multi tenant operations

7

data migration and import

7

developer experience

7

self service and documentation

7

marketplace and ecosystem

7

platform administration

6

enterprise onboarding and migration

4

usage billing metering

4

environment operations

4

product lifecycle

3

billing

3

reporting compliance operations

3

bug reports

2

feature requests

2

API & Developer Support

25 scenarios

API troubleshooting, developer experience, and integration support

api and developer support

10

api developer support

5

api diagnosis and fix

5

api operations

5

Billing & Subscription

18 scenarios

Subscription management, billing disputes, metering, and invoicing

billing and subscription

10

billing operations

4

billing investigation and resolution

4

Onboarding

13 scenarios

New hire onboarding, orientation, and first-day workflows

onboarding and activation

10

onboarding

3

SSO & Identity

12 scenarios

Single sign-on, SAML/OIDC provisioning, and identity access management

sso diagnosis and fix

4

sso identity access

4

sso provisioning operations

4

Incident Response & Triage

11 scenarios

SOC triage, severity assessment, containment, forensic investigation, and MITRE ATT&CK correlation

incident and outage response

8

incident response

3

Compliance & Audit

11 scenarios

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

compliance and audit

7

compliance security

4

Security Architecture

7 scenarios

Defense-in-depth review, DMZ validation, zero trust assessment, and segmentation gaps

security and compliance

7

Example Scenario

Customer reports intermittent data loss bughard

A customer is experiencing sporadic data loss that they can't consistently reproduce. Tests technical troubleshooting and bug documentation skills.

Subcategory: bug reports

Coverage Stats

878
Total Scenarios
71
Subcategories
314
Hard Scenarios
79
Adversarial

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