Schema for AI Search: What Helps and What Doesn't
Structured data has 3 buckets in 2026: helps a lot, helps a little, and noise. Deliver the 5 types that lift AI search citation attribution and skip the rest.
AI crawlers read internal links as entity-graph evidence, not authority flow. The 3 patterns that win, the 5 failures to fix, and the operational layer behind durable citation share.
What It Means for Your Site and Traffic
AI models retrieve passages, not pages. 5 qualities that make writing quotable, 3 anti-patterns that look like good prose but lose mentions, the writer-to-mention path.
5 Patterns That Save You
Structured data has 3 buckets in 2026: helps a lot, helps a little, and noise. Deliver the 5 types that lift AI search citation attribution and skip the rest.
AI search traffic is mostly invisible in standard analytics. The 5 methods that actually catch it, the 3 that do not work yet, and the framework to build today.
AI search models cite content with original numbers, named authors, and defended positions, structured to be quoted. Generic explainers get summarized away.
AI search rewards content with original numbers, real stories, and a defended point of view. The sites that get cited carry it. The sites that do not get summarized away.
Local AI engines run on entity coherence, named owners, and customer-experience substance. The 3 kinds of value, the 5 patterns winning teams follow, and the engagement framework that holds the local AI mention rate.
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