NBFS field notes
NBFS field notes
Find out why AI recommends competitors — and what to fix on your store pages.
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Collected facts
Citewise helps ecommerce stores understand how they appear in AI answers from ChatGPT, Perplexity, Gemini, Claude, and Qwen. Test buyer questions, see which competitors and sources AI answers trust, then choose a store page to improve. Citewise shows what proof your page may be missing, creates copy-ready page updates, and lets you retest the same questions after you make changes. You can also publish llms.txt and structured data to help AI tools understand your storefront.
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
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External NBFS sticker
The SVG updates when this app graduates or is archived. It is a listing marker, not a quality certification.