NBFS field notes
NBFSNOT BFS. YET.
Preferd ‑ AI SEO & Visibility
See how ready your products are for AI shopping agents, fix them in one click, and track the lift.
Worth a Look · 0
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Collected facts
What the listing says
Preferd scores every product 0-100 on how well AI shopping agents (ChatGPT, Gemini, Copilot, Perplexity) understand and recommend it, rewrites weak fields with AI, applies them to Shopify and shows the before-and-after lift, with one-click revert. Then it proves the payoff: first-party tracking of the visits, orders and revenue AI sends you, dated receipts of new AI citations, competitor share of voice, trends and a printable impact report. A guard restores overwritten work in one click.
- Category
- SEO & Site Optimization
- Pricing
- From $14.99/month
- Shopify rating
- No rating available
- Developer
- Preferd
- Use cases
- SEO · ALT text · File naming · Sitemaps
Structured evaluations
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| 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 |
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