NBFS field notes
NBFS field notes
Categorize your entire product catalog with AI that works automatically in the background
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Collected facts
Product Classifier eliminates manual product categorization. Our AI-powered app automatically assigns categories to products as they're added or updated—whether through the admin UI, bulk imports, or API integrations. With support for all languages and customizable AI instructions, you can enforce your unique categorization rules across your entire catalog. Seamlessly integrated into Shopify admin, classify individual products, bulk selections, or entire collections with one click.
Structured evaluations
Rate only the dimensions you experienced. Use N/A when an axis does not apply.
Add a self-reported profile across any of the six axes. There is no overall score.
| 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.
NBFS sends a 30-minute, one-time link to the public support address collected from the official listing. You cannot enter or replace the address.
Claim unavailable: no public support email was found on the official listing.
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External NBFS sticker
The SVG updates when this app graduates or is archived. It is a listing marker, not a quality certification.