NBFS field notes
NBFS field notes
Help products be seen by ChatGPT, Perplexity & AI agents. Audit & fix in 1 click.
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Collected facts
AI shopping is here. ChatGPT, Perplexity, and Google AI now recommend products directly to shoppers. People are not googling anymore, but asking the AI for products recommendations, but most Shopify catalogs are not optimized for AI discovery — vague titles, missing descriptions, empty metafields. ShelfIQ scans your entire catalog and scores each product on 14 AI-readiness criteria. You get an overall score, a detailed issue list per product, and fix recommendations you apply in 1 click.
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.