Begin with the buyer constraint
If a shopper requests a dock for an M2 MacBook Air and two displays, SkuWatch AI Visibility first extracts the hard constraints: host model, display count, resolution, software requirement, power, price, availability, and market.
The diagnosis agents compare those constraints with:
- Shopify product and variant fields
- visible product specifications
- Product and Offer structured data
- feed or Catalog records
- compatibility documentation
- crawler and destination behavior
- cited sources and competing products
Root-cause classes
| Cause | Example |
|---|---|
| Retrieval | public page is challenged or redirected to the wrong market |
| Identity | feed record and canonical page describe different revisions |
| Attribute | dual-display software requirement is absent |
| Evidence | performance claim has no first-party support |
| Commerce state | page and Offer disagree on stock |
| Platform state | product is ineligible or the test mode does not support shopping |
The result is not “improve GEO.” It is:
The product satisfies the buyer's hardware requirement only when
DisplayLink software is installed. That condition exists in support
tickets but is absent from the canonical product page, compatibility
metafield, and feed description. Competing products state the
condition on their first-party pages.
Confidence remains visible
SkuWatch AI Visibility separates observed facts from inference. Several causes may remain possible, especially when an independent platform does not reveal its retrieval path.
The ranked explanation and its evidence move into Fix.