NBFS field notes
NBFS field notes
Score AI-shopper readiness on 11 axes. Anti-fabrication AI rewrites, reviewed before publish.
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Collected facts
findable scores your catalog on the 11 metadata signals AI shoppers (ChatGPT Shopping, Perplexity Shop, Shopify Sidekick) use to rank products — then rewrites weak fields with Anthropic Claude. The rewriter has an anti-fabrication discipline: it emits [Add length, e.g., 156 cm] placeholders rather than inventing specs. You review every change before it ships.
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.