AI is already shaping how customers discover and choose products. Understand why AI recommends one product over another. Study how AI evaluates your brand across customer decision scenarios.

Measurement

Citation gap

A citation gap is a source that answer engines trust in your category, that already cites your competitors, and that has not yet cited you. Closing one is among the most direct ways to improve AI visibility.

In more detail

Gaps are worth ranking by weight — a source cited sixty times in your category is worth far more attention than one cited twice.

The route in depends on the source. Review sites reward a complete profile, listicles respond to outreach, and documentation sites mostly need accurate information they can find.

How Allswap measures this

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