AI Agent Mastery • Module 18
Integration Patterns
Connecting AI testing to your ecosystem
Module 18 of 30
"Dear Marilyn,
We have CI/CD, Jira, Slack, and a dozen other tools. How does AI testing fit into this mess?
— Integration Nightmare"
Marilyn Responds:
AI testing doesn't replace your toolchain—it enhances it. The key is integration, not isolation.
GRACE systems connect to your existing tools: pulling requirements from Jira, triggering from CI/CD, reporting to Slack, updating dashboards.
Good integration is invisible. It just works.
Integration Points
Common integration patterns:
- Source Integration — Requirements from Jira, Confluence, etc.
- Trigger Integration — CI/CD pipelines, webhooks, schedules
- Output Integration — Reports to dashboards, alerts to Slack
- Feedback Integration — Bug tracking, developer notifications
Quick Check: Module 18
Question: What's the goal of AI testing integration?
a) Replace existing tools
b) Enhance existing workflows without disruption
c) Centralize all testing in one tool
d) Eliminate manual processes
(Answer: b — Good integration enhances, not replaces, existing investments.)