What is comparison content and why does it matter for LLM visibility?

Comparison content—articles and pages that explicitly compare products, pricing, or features—makes up approximately one-third of all LLM-generated responses. When an AI agent answers questions like “What's the best project management tool?” it draws heavily from structured comparison content. If your website doesn't include this type of content, LLMs will either skip you or generate comparisons based on training data you can't control. Authoring comparison pages gives you narrative control over how AI agents represent your brand.