The underlying purpose behind a user's query to an AI engine — informational, navigational, transactional, or commercial — which determines the type of response and citation pattern.
AI search intent extends traditional SEO search intent classification to AI engine queries. Four common intent types: (1) Informational — 'what is X' (high citation potential, lower commercial value); (2) Navigational — 'X login' or 'X website' (low AEO value, brand-specific); (3) Transactional — 'buy X' or 'sign up for X' (high AEO value, direct conversion); (4) Commercial — 'best X for Y' or 'X vs Y' (highest AEO value, comparison-driven). AI engines respond differently to each intent type, so AEO content should be matched to intent.
Optimizing for the wrong intent type produces irrelevant traffic. A glossary page (informational) won't drive trial signups; a comparison page (commercial) will. Map your AEO content to its intended intent type for clean measurement and conversion.
Lantern's content strategy maps content tiers to intent: comparison pages (commercial intent → trial conversion), glossary pages (informational intent → email capture), how-to pages (informational/transactional → SEO authority + trial conversion at the bottom). Each tier has different conversion expectations.
The terms in this glossary aren't theoretical — they're what Lantern's product calculates and reports every month for B2B SaaS teams. See yours in 7 days. 14-day free trial.
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