Does Product/Offer schema improve AI visibility?

Yes. Product and Offer structured data let AI systems identify products, prices and availability without inferring from HTML — especially relevant for price comparison questions.

Do marketplaces like Amazon compete with independent stores in GEO?

Yes, with structural advantage in the organic layer — LLMs were trained on massive marketplace data. Independent stores need entity clarity and citable content to compete in specific niches.

How do I know if my store appears when someone asks "where do I buy X"?

Test natural prompts as a customer would write to an AI assistant and analyse whether your brand is cited. LLMscope automates this test across multiple LLMs and returns a GEO Score with saved responses for audit.

AI visibility for e-commerce - what works in Portugal