Automated accessibility scanners catch only about 40% of issues and cannot evaluate usability quality. A more complete approach combines three types of browser-based tools: automated scanners (Silktide, WAVE) for code-level violations, manual tools (HeadingsMap, Web Developer) for structure and content hierarchy, and

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