The score is not the outcome
It's tempting to optimize for a number. A visibility score is concrete, trackable, and easy to celebrate. But a score is only valuable if it predicts something you actually care about: revenue, conversion, ROAS.
From score to signal
Lily Max treats the score as a starting point: it finds the product signals most likely to move visibility, conversion, and ROAS, then tests them. The score is how we find candidates; performance is how we decide.
This is the discipline that separates product intelligence from content generation. Anyone can produce more text. The hard part is knowing which changes are worth deploying, and proving it.

See Lily in action
Book a personalized demo and see how Lily can grow your retail revenue.
Related Blogs
The most expensive thing in retail right now
Brands are pouring attention into a future that isn't generating revenue yet, while the surfaces actually producing revenue today get treated like settled infrastructure. A preview of my CommerceNext session with Ken Pilot and Noam Paransky.
By Purva Gupta
Google says conversational attributes are optional. History says otherwise.
Mobile-friendly, page speed, structured data: Google introduced each as optional, and each became the price of entry. Conversational attributes, its new AI-shopping feed fields, look like the next one.
By Purva Gupta
You don't have an agency problem. You have an input problem.
A CMO fired three paid agencies in two years and decided you can't find a good one anymore. The real problem was upstream: the old agency edge has been commoditized, and the leverage has moved to the inputs only the brand controls.
By Purva Gupta