Shopping intent
Group questions by use case, feature, price, audience, and occasion. Focus on the comparisons most relevant to the products you sell.
AI Shopping
Make your products easier to discover.
Understand how your products appear in AI-assisted shopping. Connect product information, merchant pages, and comparison questions to identify what needs attention.
Product information
What is a good lightweight carry-on for frequent travel?
The detail behind a useful comparison.
Product attributes
Dimensions, weight, materials, and laptop storage.
Purchase information
Current price, availability, delivery, and returns.
Supporting detail
Product pages, reviews, warranty, and retailer links.
What we review
See the product, not just the brand mention.
Shopping decisions depend on concrete details. Make sure the information people find is useful and current.
Product visibility
Record which products appear in relevant answers, how they are described, which alternatives are included, and where shoppers are directed.
Catalog readiness
Review product names, identifiers, descriptions, images, variants, prices, and availability. Find missing attributes and inconsistent records.
Merchant evidence
Connect product detail pages, feeds where supported, reviews, policies, and retailer information into a more coherent product record.
A connected program
Connect the catalog to the customer’s question.
Product information and visibility research work best as one coordinated process.
First Brand · The process
01 / 04
Map the buying questions
Identify the situations and constraints that shape product comparisons, from intended use to budget and required features.
Product-level evidence
A better basis for the next improvement.
Move from an isolated screenshot to a clear view of what the shopper is being shown.
Check the details that can drift
An old price, a missing size, or an unclear return policy can make a product harder to compare. Keep priority attributes and purchase information aligned across the sources you control.
Prioritize the next product action
Use recurring questions and observed information gaps to guide updates to the catalog, product pages, and retailer material. Platform coverage is agreed around the markets and products in scope.
Give your products a clearer record.
Start with the shopping questions and product details that matter most to your customers.