Incorporate API requests into your end-to-end tests and validate responses, including the status code, headers and body (JSON/Text) values. API steps are also great for working with test data without having to interact with the UI of the application. For example, you can use an API step to create multiple customer records in your application and then delete those records in another API step at the end of the test plan.
Quality Engineering Resources
When AI Writes the Code, Who Is Accountable for Quality?
AI tools like Claude Code + Playwright speed up testing, but are you building quality debt? The three risks engineering leaders need to understand now.
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How Visual Artificial Intelligence Enables Context-Aware Regression Detection
Visual AI enables context-aware regression detection by understanding UI semantics and intent, not just pixel changes. Reduce false positives and catch real bugs reliably.
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Benchmarking the Best AI Agent Architectures for Enterprise-Grade Test Automation
Benchmark AI agent architectures for enterprise test automation. Compare retrofit, single-model, multi-model, and cloud-native frameworks to find the right fit for scale
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