AI Test Automation Architecture: The 3-Layer System
Dev.to AI
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Generative AI
AI test automation architecture is the system that tells AI what to test. It also defines how to run tests and prove the result. I split it into three layers: orchestration, execution, and evidence. Without all three, AI testing becomes prompt output with no production gate. Why tool lists fail Most AI testing content starts with tools. That is backwards. AI means software that predicts. Predictions can help QA teams move faster. But predictions do not prove quality.