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Grounding

Grounding is the practice of anchoring an AI tool's answer in real, retrieved documents rather than in what the model remembers from training. When an answer is grounded, the tool has fetched specific pages — web results, a product feed, a database record — and composed its response from their contents, typically citing them. When it isn't, the tool is reciting from memory, which is where invented prices, discontinued products and confident errors come from.

Every major AI tool now grounds shopping answers because the alternative is unreliable, and that's the single best piece of news for an independent store: the tool reads your page as it is today. A grounded answer can only cite what it can read, though. Facts that live in images, in a JavaScript-rendered tab, or in a PDF are effectively absent; facts that are stated in the page text and confirmed in structured data are usable. Grounding is the mechanism that lets a page fix made this week appear in next week's AI answers — and the reason the "how to improve" advice throughout this glossary keeps returning to the same instruction: put the fact on the page, as text, and label it.

What it means for your store

Every major AI tool now grounds shopping answers in live web results because memory goes stale and invents details. Grounding is good news for small stores: the tool reads what's on your page today, so a fix you make this week can show up in next week's answers. It's also why a page that hides price and availability in images or scripts gets skipped — the grounding step can't read it.

Why it matters

Grounding is the mechanism that makes Visibility Optimization work quickly. Without it, only famous brands would ever be recommended.

How CataSEO helps

CataSEO writes pages that ground cleanly — every fact as readable text and structured data.

What you can do yourself

Put the facts an answer needs on the page as text: price, availability, size, material, shipping, return policy. Add product structured data. Keep AI crawlers allowed in robots.txt. Test by asking Perplexity about the product and checking whether it quotes your page accurately.

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