Missing
A fact the buyer cares about is absent from the page.
PRODUCT INFORMATION FOR AI SHOPPING
Product facts that
answer buyer questions.
We organize product facts around the specifications and use cases buyers care about, making them easier for AI to read and verify.
Explore our approach01 / OUR FOCUS
Clear facts behind every question.
When buyers ask AI about a product, its materials, specifications and conditions of use can all matter. We focus on whether those facts are clear, readable and relevant to the questions buyers ask.
Hard to read
The information exists, but is difficult to access or understand.
Unclear
Specifications, limitations or conditions of use are vague.
Inconsistent
Different sources describe the same product differently.
FACTS & INTENT
Where product facts meet buyer questions.
From a vague description to facts that can be checked. We look beyond data formats to the questions buyers actually want answered.
BUYER QUESTION
What situations is this product suited for?
PRODUCT INFORMATION
State the use cases, conditions and limitations clearly.
Illustrative example. Product facts must be confirmed by the seller.
02 / OUR APPROACH
From finding gaps to following up.
We explore the following approach to product information; sellers confirm changes involving product facts.
Inspect
Review product pages for missing, inaccessible, vague or inconsistent information.
Refine & confirm
Prepare suggestions around buyer questions and confirm product facts with the seller.
Review
Review information before and after changes.
Follow developments
Follow changes in product information and relevant platforms.
Focused on product information
Our focus is product-level information. Brand exposure, checkout and payments are outside this scope.
03 / ABOUT
Clear facts connect products and intent.
Cedrus is a team based in Shenzhen and Hong Kong, focused on product information for the age of AI shopping. We help cross-border sellers communicate product facts more clearly.
04 / CONTACT
Start with clear product facts.
Have an idea for collaboration or want to learn more about our work? Get in touch.
Email us