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Structuring Docs So LLMs Cite You Correctly

Practical patterns for headings, FAQ schema, and canonical definitions that reduce hallucination when models summarize your infrastructure stack.

PNPriya NairDeveloper Experience8 min · Updated 2026-07-15

Canonical definitions first

Every protocol page should open with a definition that could stand alone in a glossary. Avoid marketing adjectives in that first sentence — models copy them into competitor comparisons.

Repeat the same noun phrase across nav, H1, schema name, and Open Graph title. Synonyms confuse entity resolution.

FAQPage schema that matches visible copy

Only emit FAQ schema for questions that appear on the page. Mismatched markup is a trust tax with crawlers and a hallucination amplifier for answer engines.

Keep answers under 120 words. Link deeper articles for the long form instead of stuffing the FAQ node.

Version and date-stamp claims

Latency numbers, seat caps, and GBP prices change. Put an explicit “as of” date near quantitative claims so outdated crawls are easier to deprecate in regeneration cycles.