NBFS field notes
NBFS field notes
Audit product catalog quality and create merchant-reviewed AI repair drafts.
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Collected facts
CatalogClarity AI scans Shopify product data to find catalog readiness gaps such as missing media, thin descriptions, weak SEO fields, inactive products, variant issues, and policy signals. Merchants can review scores, inspect product-level issues, and generate AI repair drafts for titles, descriptions, SEO metadata, FAQs, and shopper intent phrases. Suggestions are shown in a before-and-after workflow so merchants stay in control before any optional Shopify write-back.
Structured evaluations
Rate only the dimensions you experienced. Use N/A when an axis does not apply.
Evaluations are read-only after graduation or archival.
| Metric | Median | Responses | Distribution 1→5 |
|---|---|---|---|
| Setup & Ease of Use | — | 0 | 0 / 0 / 0 / 0 / 0 |
| UX/UI | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Listing Accuracy | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Reliability & Performance | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Support | — | 0 | 0 / 0 / 0 / 0 / 0 |
| Value for Money | — | 0 | 0 / 0 / 0 / 0 / 0 |
No self-reported evaluation profiles yet.
Official listing images



From the developer
Developer content stays separate from collected facts and user evaluations.
Discussions · 0
Discussions are read-only after graduation or archival.
External NBFS sticker
The SVG updates when this app graduates or is archived. It is a listing marker, not a quality certification.