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