Structured data can help Google better understand product information and can make eligible products available for richer Search experiences involving details such as price, availability or ratings.
Where appropriate, this may include product and product-variant information.
But LeadsPro does not treat Schema as an automatic ranking shortcut.
LeadsPro Experiment
In a small LeadsPro observational experiment, we manually reviewed 15 URLs cited by Google AI Mode across recipes, financial services and e-commerce.
Some cited pages had valid Schema.
Others had missing or invalid Schema.
In that sample, valid Schema showed no clear direct relationship with AI citation frequency.
Our takeaway:
Implement structured data accurately where it supports a real Search purpose—but do not obsess over Schema purely as an AI-ranking tactic.
That is how we approach e-commerce development generally:
Use technology because it serves a purpose—not because it appears on a checklist.