Search Intent

Search intent is the underlying job behind a query. “Best payroll software” is not a request for your homepage — it is a comparison task. “Payroll tax thresholds Germany 2026” is a research task. “Deel pricing” is navigational with commercial undertones. The page that wins is the page that does the job.

The four classes

• Informational — the user wants to understand. Winners: guides, tutorials, references.
• Commercial — the user is comparing, not yet buying. Winners: comparisons, reviews, lists.
• Transactional — the user is ready to act. Winners: product pages, pricing pages, signups.
• Navigational — the user wants a specific site. Winners: that site. Everyone else loses for free.

How to classify honestly

Keyword-shape heuristics (“best” = commercial, “how” = informational) are fast and wrong often enough to matter. The ground truth is the live SERP: Google has already resolved the intent, and the top results are its answer. If “cheap CRM” returns a list of pricing pages, the intent is transactional, whatever the word “cheap” suggests.

That is why our toolkit ships two intent layers: a keyword-based classifier (search_intent) for bulk triage, and a SERP-based one (serp_intent) that reads the actual results and cross-checks. When they disagree, the SERP wins.

Intent in the AI-search era

Fan-out retrieval makes intent classification more granular: one prompt decomposes into sub-queries with different intents (a “best X” prompt fans out into pricing, comparison, and limitation lookups). Mapping intent per sub-question, not per keyword, is the current frontier.

Related concepts

• SERP Difficulty — intent mismatch invalidates any difficulty estimate
• Query Fan-Out — intents multiply at the sub-query level
• KGR — the ratio ignores intent; you shouldn’t

FAQ

What are the four types of search intent?

Informational (learn something), commercial (compare before buying), transactional (buy or sign up now), and navigational (reach a specific site). A keyword's intent class determines which page types can win it — you cannot rank a landing page for an informational query.

How do you determine search intent for a keyword?

The reliable method is reading the live SERP: if the top results are tutorials and guides, the intent is informational regardless of what the phrase looks like. Keyword-based classifiers guess from words; SERP-based classifiers read what Google already decided. Both approaches exist because SERP checking costs more than guessing.

Why does intent matter more than difficulty?

A keyword with perfect difficulty and wrong intent produces traffic that never converts. Intent mismatch is the most expensive SEO error because it compounds: you spend months ranking a page whose visitors were never buyers.