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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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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 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. What does Lily do? Lily is an AI platform for retail media and agentic commerce. We connect product data, shopper intent, and paid channels so brands and retailers can grow profitably, across Google Ads, Meta Ads, onsite placements, and emerging AI discovery surfaces. 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. Which channels does Lily support? Google Ads (Shopping, Performance Max, and Search), Meta Ads (Advantage+, catalog, and prospecting), onsite search and recommendations, plus AI discovery across agentic shopping surfaces and answer engines. Is Lily a content generator or a feed manager? Neither. Content is an output and feeds are a distribution layer. Lily Max improves the underlying product intelligence those outputs carry, and proves which improvements move performance before deploying them. How is Lily priced? Pricing is tailored to your catalog size, channels, and ad spend. We offer plans for growing brands through to enterprise retailers and marketplaces. Book a demo for a quote tailored to your business. Is there a free trial? We typically start with a scoped pilot so you can see measurable impact on your own catalog before committing. Talk to us about what a pilot looks like for your team. 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. 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. What data does Lily need to get started? Your product catalog, ad accounts, and storefront. Lily ingests catalog and performance data to build a model of your products and shoppers, then operates inside your existing accounts. How does Lily keep product intelligence accurate? Lily Max treats every enrichment as a hypothesis: it tests which signals lift performance, deploys what wins, and feeds the outcome back into the model so accuracy improves with every cycle. Do I keep control of my ad accounts and data? Yes. Lily operates inside your accounts and you retain full ownership of your data and campaigns. Your data is used only to operate your campaigns and is never sold. 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. 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. What kind of results do customers see? Outcomes vary by catalog and starting point, but customers typically see meaningful lifts in agentic and paid-channel revenue without proportional increases in ad spend, because the catalog itself does more of the work. How long until I see impact? Most teams connect their data and launch within days, and begin seeing optimization impact as Lily Max iterates on product intelligence across channels. How long does onboarding take? Most teams connect their catalog, ad accounts, and storefront and launch within days. We work alongside your team to scope a pilot and roll out across channels. How does Lily protect my data? Data is encrypted in transit and at rest, access is least-privilege, secrets stay server-side, inputs are validated, and access is logged. See our Security & Data Trust page for more. Is my catalog or ad data ever shared or sold? No. Your data is used only to operate your campaigns and improve your results. It is never sold. Does Lily work for agencies managing multiple brands? Yes. Agencies use Lily to run catalog-aware retail media and product intelligence across multiple clients, with each brand's data kept separate and campaigns operated inside the client's own accounts. How do I partner with Lily as an agency? Reach out through our demo form and tell us about your clients and channels, we'll walk you through how partnering with Lily works.

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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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