Side-by-side comparison · 24 data points
AI-powered personalized search, collection filter, and instant search with advanced analytics.
| Smart Search & Filter | Nosto | AI Search & Discovery | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
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| Developer | ||
| Listed | ||
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Intelligent Commerce Experience Platform helping brands increase online engagement and revenue
| Metric | Smart Search & Filter | Nosto | AI Search & Discovery |
|---|---|---|
| Rating | ★ 5.0 ★ | 4.7 ★ |
| Total reviews | 25 | ★ 61 |
| Free plan | Yes | Yes |
| Pricing | Free trial available | Free to install |
| Built for Shopify | — | — |
| Pricing tiers | ★ 3 tiers | 1 tier |
| Listed features | 5 | 5 |
| Languages | 1 supported | 3 supported |
| Listed since | Nov 2020 | Aug 2014 |
Smart Search & Filter edges out Nosto | AI Search & Discovery on rating (5.0★ vs 4.7★), but the gap is small enough that pricing fit and feature differentiation should drive the decision more than the headline number.
Pricing entry tiers: Smart Search & Filter at Free trial available, Nosto | AI Search & Discovery at Free to install. Check each app's tier structure for the capacity limits you actually need before deciding — the headline number is the same shape, but the gating shape per tier (seats, usage volume, integrations) varies.
Recommended by size: small/early-stage merchants who need fast install and low risk should default to Smart Search & Filter; mid-market and enterprise merchants with specific feature requirements should evaluate both — Nosto | AI Search & Discovery's 61-review base may include the workflow context that matches your specific use case better than Smart Search & Filter's broader-but-shallower coverage.
This verdict is generated from the live marketplace data on this page — rating, review count, pricing tier, and category position all refresh from the canonical Shopify App Store listing every 24 hours. AppRanks does not accept payment to influence comparison outcomes; the methodology is documented on the About page and applies identically to every pair on the site.
Read each app's audit: Smart Search & Filter audit • Nosto | AI Search & Discovery audit
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| Keyword | Smart Search & Filter | Nosto | AI Search & Discovery |
|---|---|---|
| search discovery | #173 | #74 |
| yotpo | #201 | #199 |
Both Smart Search & Filter and Nosto | AI Search & Discovery offer paid plans only. Smart Search & Filter starts at Free trial available; Nosto | AI Search & Discovery starts at Free to install. Compare the per-tier features in the Pricing section above before committing.
Smart Search & Filter has the higher average rating (5.0★ from 25 reviews) compared to Nosto | AI Search & Discovery (4.7★ from 61 reviews). Both are tracked daily by AppRanks, so the figures here update each refresh cycle.
Smart Search & Filter holds the higher average rating (5.0★ vs 4.7★). That is the one dimension AppRanks can separate them on here — read both apps' detail pages for the feature breakdown and recent listing changes.
Both apps are one-click installs from the Shopify App Store. Nosto | AI Search & Discovery has the deeper published review base (61 vs 25), which often — though not always — accompanies better-tested setup docs. AppRanks doesn't measure setup time directly: read the recent reviews on each app's detail page for user-reported install experience.
Smart Search & Filter typically suits early-stage and growth-mode teams based on its published review base (25 reviews). Nosto | AI Search & Discovery typically suits early-stage and growth-mode teams based on its published review base (61 reviews). A larger review base generally means the app has been exercised at scale — relevant if you are processing high volume or handling enterprise compliance requirements.
Migration support varies by app and category. Smart Search & Filter and Nosto | AI Search & Discovery both publish their export options on their marketplace listing pages (or in their support docs); some apps offer one-click import from competitors, others require CSV. The fastest check: search "import from Smart Search & Filter" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
