Twelve before-and-after page rewrites that moved rank in AI answers. Concrete patterns, no vague advice about "optimizing for AI." Every recommendation in this paper has a corresponding rank change in Promptive data to validate it.

The definition-first pattern

Lead with a clean, quotable one-sentence definition of what you are or what the page covers. AI engines pull from definition-first copy for category prompts at roughly 3x the rate compared to pages that bury the core claim in paragraph three. It's the simplest change with the most consistent, measurable impact across all four engines.

Structured comparison content

Never let the engine guess at your competitive positioning. Name your top competitors explicitly, acknowledge their genuine strengths, and make a specific, bounded case for when your product wins. Counterintuitive but well-supported by our data: acknowledging competitor strengths increases citation frequency, it signals to the model that the page is balanced enough to quote in a nuanced evaluation context.

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