The FAQ Schema Mirage: Why AI Citation Gains Are Engine-Dependent

While FAQ schema initially appears to boost AI citations by 14%, rigorous testing reveals that these gains are largely driven by Google AIO and often conflated with general content improvements. This findings suggest that SEO teams must move beyond aggregate metrics to understand how different LLM-based search engines prioritize structured data and content hierarchy.