Structured data (Schema.org) lacks demonstrated impact on LLM-generated AI visibility; focus on broader brand visibility and proven long-term tactics instead.
Structured Data & Schema Does Not Help With Visibility In AI Search
Structured data/schema currently does not provide measurable improvement in AI search visibility because LLM tokenization destroys schema-specific signals.