Digital shelf fundamentals matter more than ever
Brands have spent years optimizing for human shoppers. Now they must optimize for agentic shoppers — AI systems that evaluate products differently.
To win, products must meet a new set of machine-first requirements. Agents now answer prompts like, “What’s the best smartwatch for runners?” Only products whose PDPs, images, attributes and reviews clearly signal relevance will surface.





