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How is Lily different from AI visibility tools?

Visibility tools tell you where you appear. Lily Max improves the inputs that determine whether AI systems surface your products at all, and ties those improvements back to revenue, not just a score.

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How is Lily different from a feed management tool or an agency?

Feed tools move your catalog data and agencies manage your campaigns, but neither improves what the data actually says. Lily Max enriches the product attributes and language those systems depend on, then proves the lift with controlled tests.

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How is Lily different from agentic-commerce-only (ACO) tools?

ACO optimizes agentic surfaces. Lily Max applies the same operating discipline across agentic commerce plus Google, Meta, organic, and onsite, so improvements compound instead of fragmenting per channel.

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What is Lily Max?

Lily Max is the AI engine behind every Lily product. It builds a unified model of your catalog and demand, then tests which product signals actually lift visibility, conversion, and ROAS, deploying what wins across every channel.

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