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Comparison Pages

Shopping agents compare products for your shoppers. Make sure it uses yours.

Independent scan of your public storefront. When your collection and comparison pages lack structured comparison data, AI shopping agents pull the comparison from a competitor's site instead. Install the StoreSteady app to expose where comparison-ready attributes exist in your product data but never reach collection pages.

Check my comparison pages
What we check
Do your collection and comparison pages make tradeoffs clear enough to cite?
Can AI agents pull side-by-side product differences from your storefront?
Are category pages teaching the buyer how to choose, not just listing products?
Where would AI agents be more likely to cite a competitor instead of you?
Storefront checks
The scan checks whether your comparison and collection pages publish enough structured guidance for AI agents to use your framing.
How it works

Check whether your pages are ready to earn citations

1

Scan a collection or comparison page

Paste the page buyers use when they are weighing options. We inspect the content and structure available to AI agents.

2

We evaluate comparison clarity

The scanner looks for tradeoff language, attribute coverage, and decision-making cues that help AI agents cite your page.

3

See where citations are at risk

Results show the missing content that makes a competitor more likely to become the comparison source instead of you.

Why comparisons go elsewhere

Three comparison-page gaps that give competitors the citation

AI agents need help explaining differences. If your pages do not do that work, another site will.

01

Collection pages only list products

When a page shows products without explaining how to choose between them, AI agents have little reason to cite it as a comparison source.

02

No side-by-side product structure

Without clear attributes, tradeoffs, and comparison language, AI agents cannot pull clean product-versus-product guidance from your page.

03

Buying guidance is too generic

If the page never explains who each option is for, AI agents use another source that does a better job guiding the decision.

Related reading

Read more on AI-ready comparison pages

Check comparison pages

Make sure AI agents learn the comparison from your site

Run the free scan to see whether your collection and comparison pages explain product tradeoffs clearly enough to earn citations and clicks.

Check whether collection pages guide the buying decision.
See if side-by-side product differences are easy to extract.
Get a fix brief for the missing comparison content a competitor may already have.
Check my comparison pages
Start with the free scan and see whether shopping agents can use your collection pages to compare your products.