The shopper’s question
Start with the need, comparison, or concern already in the shopper’s head.
ProEcomm · Get Recommended
A shopper usually starts with what they want, what is bothering them, or what they are trying to decide. They may not know your product exists. If your product page does not answer that need clearly, another product may be recommended instead.
Start with their need
A shopper usually starts with a need, not your name. We start there too: what are they asking, what do they find, and does what they find answer the question already going on in their head?
Start with the need, comparison, or concern already in the shopper’s head.
Say clearly who it helps, when it fits, and when it does not.
Show the differences, specifications, reviews, and proof a shopper can actually evaluate.
Make those answers easy to find on your site and in the places buyers already use to compare choices.
See the evidence
We only publish a Case Study when the complete captured AI conversation is available. Browse the published cases to see the method and the evidence together.
ProEcomm Case Studies →Questions about the test
We start with a question a shopper could ask without knowing your name. Then we name the relevant business, product, book, or expert and ask whether it fits that same question—and why it was not brought forward initially.
Begin with one public product page URL. We inspect what the page appears to offer and let you confirm or correct it before proceeding.
No. The first look is meant to show what your current public page makes clear and what it may leave uncertain.
Sending the page takes about a minute. After we confirm what should be tested, we can tell you the timing for the actual review.
We explain what the answers showed and discuss whether clearer pages, stronger proof, or more useful answers would help.