Can Lily guarantee my products will appear in ChatGPT, AI Overviews, or other AI assistants?

No. No tool can guarantee placement, ranking, or citation on an AI surface, and Lily does not claim to. Lily Max improves the readiness and quality of the product data those systems read, which is the part you control.

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Related FAQs

How does Lily prove the results are real?

Lily measures every change against a control. Using A/B and difference-in-differences testing, Lily isolates the lift caused by better product data, so results reflect the enrichment, not seasonality or spend. Tested, not promised.

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Can I measure revenue from AI-driven discovery?

Yes. Lily tracks how AI-driven discovery and agentic surfaces contribute to revenue, so you can see the impact of product intelligence beyond traditional channels.

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Why does Lily say "the score is not the outcome"?

A visibility score is a means, not an end. Lily Max uses it to find the product signals most likely to move visibility, conversion, and ROAS, then decides what to deploy based on measured performance.

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