NBFS field notes
NBFS field notes
10-point product audit for ChatGPT, Gemini & Copilot. Find gaps blocking your AI sales.
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Collected facts
Your store is enrolled in Agentic Storefronts. Your competitors are getting AI-driven sales. You're not — because bad product data blocks AI agents before they can recommend you. Visibl scores every product against 10 AI readiness checks — GTIN, category, title quality, description depth, image presence and more. See your worst products first. Get a ranked fix list. Resolve data gaps blocking your ChatGPT, Gemini and Copilot visibility in minutes. First scan under a minute.
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.