Query Type Alignment: Writing for Definitional, Procedural, and Evaluative Queries
An AI system answering "What is X?" needs different content than one answering "How do I do X?" or "Is X good?". Query type alignment means your content is structured to satisfy the query forms that drive AI retrieval for your topic.
AI retrieval systems do not search for keywords. They search for answers. When a user asks "What is machine trust in AI visibility?", the AI retrieves chunks that directly answer a definitional query. When they ask "How do I improve my machine trust score?", it retrieves chunks that answer a procedural query. The content structure that makes a page retrievable for one query type often makes it less retrievable for another.
The Six Query Types
- Definitional — "What is X?" — requires: explicit definition of X in the first 2 sentences, entity name in the opening, category and distinguishing attributes
- Comparative — "Is X better than Y?" — requires: named comparison, attribute-by-attribute structure, explicit conclusion
- Procedural — "How do I X?" — requires: numbered steps, clear sequence, HowTo schema, action verbs in step headings
- Evaluative — "Is X good / worth it?" — requires: explicit pros/cons, criteria-based assessment, Review schema where applicable
- Factual — "When was X / How much is X?" — requires: structured fact statement in first sentence, schema markup confirming the fact
- Navigational — "Find X near Y" — requires: LocalBusiness schema, geo-specific content, NAP consistency
Why Single-Page Content Often Fails Multiple Query Types
A typical product page is written to convert — it describes features, benefits, and pricing in a narrative format optimized for human persuasion. This format is poorly aligned with definitional queries (no explicit entity definition), procedural queries (no numbered steps), and evaluative queries (no structured pros/cons). Aligning a page to multiple query types requires restructuring, not just rewriting.
◆For each key page, identify the primary query type your target audience uses to ask about this topic. Structure the first 200 words to directly answer that query type. Add secondary sections for adjacent query types. Use schema markup that corresponds to the primary query type (HowTo, Review, Organization, FAQPage).
Query Type Analysis in SiteNexis
The Conversational Readiness score in SiteNexis measures query type alignment across six query types for each page. It identifies which query types the page is currently well-aligned to, which it is misaligned to, and recommends structural changes that would improve alignment for the highest-value query types for the page's topic.
AI Visibility Engineering — Part 8 of 10