NBFS field notes
NBFS field notes
Your customers ask ChatGPT what to buy. See every AI answer that names — or skips — your store.
Sign in with LinkedIn to contribute.
Collected facts
Shoppers increasingly ask AI assistants like ChatGPT, Perplexity and Google AI what to buy. Cited runs the questions your customers ask, saves every answer, and shows whether your store is named, ranked and cited — receipts included. Everything rolls into one visibility score, and a plain-English checklist shows the next fix: product schema, review replies, or local listings. Built for shopkeepers, not marketing teams. AI answers vary, so Cited reports honest trends rather than false precision.
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.