NBFS field notes
NBFS field notes
AI agents like ChatGPT Shopping skip stores with missing data. VisionTags fills it all from images.
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Collected facts
VisionTags analyzes your product images with AI and generates industry-specific metafields, tags, descriptions, SEO titles, meta descriptions, and alt text. A free AI Readiness Score audits your catalog and shows where gaps are. The app detects your store's industry (fashion, electronics, home, beauty, food) and generates the right attributes. A theme extension adds Product JSON-LD structured data to every product page, making your catalog readable by AI agents and search engines.
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.