Side-by-side comparison · 24 data points
Mandelbaum.ai allows you to use the AI powered product search & filters in your store - fast & smart
| Mandelbaum.ai Search & Filter | Prefixbox AI Search & Filter | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — |
AI search, AI chat, product filters & search bar to boost CR with smart product search & discovery
| Metric | Mandelbaum.ai Search & Filter | Prefixbox AI Search & Filter |
|---|---|---|
| Rating | 1.0 ★ | ★ 5.0 ★ |
| Total reviews | 1 | ★ 59 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free plan available |
| Built for Shopify | — | ★ Yes |
| Pricing tiers | — | 4 tiers |
| Listed features | 5 | 5 |
| Languages | 1 supported | 1 supported |
| Listed since | Aug 2025 | Dec 2023 |
Based on the data on this page, Prefixbox AI Search & Filter 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: Mandelbaum.ai Search & Filter at Free plan available, Prefixbox AI Search & Filter at Free plan available. 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 Prefixbox AI Search & Filter; 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 Prefixbox AI 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: Mandelbaum.ai Search & Filter audit • Prefixbox AI Search & Filter audit
| Keyword | Mandelbaum.ai Search & Filter | Prefixbox AI Search & Filter |
|---|---|---|
| search filter | #22 | #31 |
| grow faster | #198 | #38 |
No tracked changes.
Both Mandelbaum.ai Search & Filter and Prefixbox AI Search & Filter offer paid plans only. Mandelbaum.ai Search & Filter starts at Free plan available; Prefixbox AI Search & Filter starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.
Prefixbox AI Search & Filter has the higher average rating (5.0★ from 59 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.
Prefixbox AI Search & Filter 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. Prefixbox AI Search & Filter has the deeper published review base (59 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.
Mandelbaum.ai Search & Filter typically suits early-stage and growth-mode teams based on its published review base (1 reviews). Prefixbox AI Search & Filter typically suits early-stage and growth-mode teams based on its published review base (59 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. Mandelbaum.ai Search & Filter and Prefixbox 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.
