Competitive Heuristic

Competitive Heuristic is the most effective AI Search content optimization strategy with a +1.61 weight, proven in a study of 52,000 products — no other heuristic delivers such a strong visibility boost. It's based on competitor comparisons: X vs Y formats, rankings, and comparison tables with specific criteria and numbers. AI Search favors comparative content because it addresses decision-making intent and provides facts that help users choose.

For example, 'WordPress vs Webflow: 10 criteria (price, speed, SEO, flexibility...)' has a much higher citation chance than a generic 'What is WordPress' article. Comparisons activate the Comparative frame from Frame Semantics and build on antonyms as lexical relations (new/used, expensive/cheap).

In practice, add a comparison section in table form with 5-7 criteria to every key article — this is the fastest way to increase your AI SEO Alignment Score. Other heuristics ranked by effectiveness: Clickable (+1.25), Storytelling (+1.22), FAQ (+1.20), Authoritative (+0.77).