Side-by-side comparison · 24 data points
AI-powered search and filters for smarter product discovery that helps turn searches into sales
| Search & Product Discovery ‑AI | Mandelbaum.ai Search & Filter | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — |
Mandelbaum.ai allows you to use the AI powered product search & filters in your store - fast & smart
| Metric | Search & Product Discovery ‑AI | Mandelbaum.ai Search & Filter |
|---|---|---|
| Rating | ★ 5.0 ★ | 1.0 ★ |
| Total reviews | ★ 17 | 1 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free |
| Built for Shopify | ★ Yes | — |
| Pricing tiers | 3 tiers | — |
| Listed features | 5 | 5 |
| Languages | 1 supported | 1 supported |
| Listed since | Jan 2020 | Aug 2025 |
Based on the data on this page, Search & Product Discovery ‑AI is the stronger choice for most Shopify App Store merchants — 5.0★ vs Mandelbaum.ai Search & Filter's 1.0★ is a meaningful gap that usually reflects real product or support quality differences across the user base.
Pricing entry tiers: Search & Product Discovery ‑AI at Free plan available, Mandelbaum.ai Search & Filter at Free. 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 Search & Product Discovery ‑AI; mid-market and enterprise merchants with specific feature requirements should evaluate both — Mandelbaum.ai Search & Filter's 1-review base may include the workflow context that matches your specific use case better than Search & Product Discovery ‑AI'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: Search & Product Discovery ‑AI audit • Mandelbaum.ai Search & Filter audit
| Keyword | Search & Product Discovery ‑AI | Mandelbaum.ai Search & Filter |
|---|---|---|
| search discovery | #10 | Not ranked |
| search bar | #11 | Not ranked |
| search | #13 | Not ranked |
| search filter | Not ranked | #22 |
| smart search | Not ranked | #24 |
Both Search & Product Discovery ‑AI and Mandelbaum.ai Search & Filter offer paid plans only. Search & Product Discovery ‑AI starts at Free plan available; Mandelbaum.ai Search & Filter starts at Free. Compare the per-tier features in the Pricing section above before committing.
Search & Product Discovery ‑AI has the higher average rating (5.0★ from 17 reviews) compared to Mandelbaum.ai Search & Filter (1.0★ from 1 reviews). Both are tracked daily by AppRanks, so the figures here update each refresh cycle.
Search & Product Discovery ‑AI holds the higher average rating (5.0★ vs 1.0★). 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. Search & Product Discovery ‑AI has the deeper published review base (17 vs 1), 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.
Search & Product Discovery ‑AI typically suits early-stage and growth-mode teams based on its published review base (17 reviews). Mandelbaum.ai Search & Filter typically suits early-stage and growth-mode teams based on its published review base (1 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. Search & Product Discovery ‑AI and Mandelbaum.ai Search & Filter 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 Mandelbaum.ai 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.
