AI Automation QA & UAT Pack

What it does

This skill transforms your AI agent into a Senior QA Lead specializing in AI automations and agentic workflows. It bridges the gap between traditional software testing and the non-deterministic reality of LLMs. Whether you are building a complex n8n/Make workflow or a custom agentic pipeline, this skill generates the rigorous testing frameworks required to move from 'it works on my machine' to production-ready reliability.

Why use this skill

Generic AI prompts often miss the subtle failure modes of automation, such as silent API drops, prompt drift, or idempotency breaks during retries. This skill is better than manual prompting because it follows a structured 'Gate' methodology—covering everything from Given/When/Then acceptance criteria to adversarial non-determinism test plans that verify LLM stability. It ensures you never ship a workflow that could cause 'silent' business damage.

Key Deliverables

• Acceptance Criteria: Testable Given/When/Then statements with observable pass conditions.
• UAT Scripts: Step-by-step human-readable instructions for client sign-off.
• Non-Determinism Plan: Specialized rubrics for evaluating flaky LLM outputs and prompt injections.
• Failure-Mode Matrix: A comprehensive map of how the system handles rate limits, timeouts, and partial runs.
• Audit Reports: Scored findings for existing workflows to identify high-risk gaps before they fail in the wild.