Intent Recognition.

Intent recognition is the process by which AI systems determine what a user is actually trying to accomplish—not just what words they used. A search for 'python' could mean the programming language or the snake; intent recognition uses context, query history, and user signals to resolve this ambiguity.

Search Intent Categories

Search intent is typically classified into four types: informational (seeking knowledge), navigational (going to a specific site), commercial investigation (researching before buying), and transactional (ready to purchase). Understanding which intent a keyword carries determines what content format and structure will rank.

Aligning Content with Intent

Creating content that matches the dominant intent for a keyword is fundamental to modern SEO. Informational queries need comprehensive explanations; transactional queries need product pages with clear CTAs; commercial intent queries need comparison content. Mismatched intent is a primary reason technically sound pages fail to rank.