When your collection and comparison pages lack structured comparison data, AI shopping engines pull the comparison from a competitor's site instead.
AI agents need help explaining differences. If your pages do not do that work, another site will.
When a page shows products without explaining how to choose between them, AI agents have little reason to cite it as a comparison source.
Without clear attributes, tradeoffs, and comparison language, AI agents cannot pull clean product-versus-product guidance from your page.
If the page never explains who each option is for, AI agents use another source that does a better job guiding the decision.
Paste the page buyers use when they are weighing options. We inspect the content and structure available to AI agents.
The scanner looks for tradeoff language, attribute coverage, and decision-making cues that help AI agents cite your page.
Results show the missing content that makes a competitor more likely to become the comparison source instead of you.
Run the free scan to see whether your collection and comparison pages explain product tradeoffs clearly enough to earn citations and clicks.
