Lily AI vs Nosto
 Lily AI |  Nosto | |
|---|---|---|
| Rating | ⭐ 4.0 / 5 | ⭐ 4.3 / 5 |
| Category | E-commerce | E-commerce |
| Pricing model | Paid | Paid |
| From | Pricing on request (enterprise solution) | Pricing on request (performance-based) |
| Ease of use | Advanced | Advanced |
| French interface | — | — |
| API | Yes | Yes |
| Website | Visit → | Visit → |
Our verdict: Lily AI
Lily AI is relevant for fashion and beauty retailers with thousands of poorly tagged SKUs losing conversions due to poor attribute coverage. It's an enterprise solution not suited to typical SMEs: without a catalog exceeding 5,000 SKUs and tech resources for API integration, ROI will be hard to achieve. For SMEs, investing in solid manual attribute entry remains more cost-effective short-term.
Our verdict: Nosto
Nosto is suited to e-commerce merchants exceeding one million euros in annual revenue who want to extract more value from expensive existing traffic. Performance-based pricing and implementation complexity make it unsuitable for SMEs below this threshold. Start with Shopify's native recommendations or Klaviyo instead. Contact sales early to negotiate performance-based models.
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