Side-by-side comparison
AI search, AI chat, product filters & search bar to boost CR with smart product search & discovery
Add a vehicle selector to your store so shoppers instantly see only the parts that fit their ride.
| Metric | Prefixbox AI Search & Filter | Spark Fitment ‑ YMM Filter |
|---|---|---|
| Rating | 5.0 ★ | — |
| Total reviews | 60 | 0 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free plan available |
| Built for Shopify | ★ Yes | — |
| Pricing tiers | 2 tiers | ★ 3 tiers |
| Listed features | 5 |
On the measured data here, Prefixbox AI Search & Filter leads on more dimensions (3 vs 1). Pick Spark Fitment if one of the points where it leads is what you need.
Built only from the Shopify App Store listing data shown on this page. AppRanks does not accept payment to influence comparisons. Read the methodology
Read each app's audit: Prefixbox AI Search & Filter audit • Spark Fitment ‑ YMM Filter audit
| Field | Prefixbox AI Search & Filter | Spark Fitment ‑ YMM Filter |
|---|---|---|
| Tagline | ||
| Listing audit | 92/100 listing audit | 88/100 listing audit |
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer |
| 5 |
| Languages | 1 supported | 3 supported |
|---|
| Listed since | Dec 2023 | Jul 2026 |
|---|
| Listed |
|---|
None
| Keyword | Prefixbox AI Search & Filter | Spark Fitment ‑ YMM Filter |
|---|---|---|
| grow faster | #42 | #110 |
Both Prefixbox AI Search & Filter and Spark Fitment ‑ YMM Filter offer a free plan. Prefixbox AI Search & Filter lists no paid plan with a published price; Spark Fitment ‑ YMM Filter lists no paid plan with a published price. Prices are as listed on the Shopify App Store; check what each tier includes in the Pricing section above.
AppRanks cannot separate these two on rating, because neither publishes one. Prefixbox AI Search & Filter does carry the larger published review base (60 vs 0). Read both apps' detail pages for the feature breakdown and recent listing changes.
Both apps are one-click installs from the Shopify App Store. AppRanks doesn't measure setup time directly; Prefixbox AI Search & Filter has more published reviews to read for user-reported install experience (60 vs 0).
AppRanks cannot say which fits a larger or smaller operation — there is no store-size measurement in the Shopify App Store data. What it can show: Prefixbox AI Search & Filter has 60 published reviews; Spark Fitment ‑ YMM Filter has 0 published reviews. Compare plan limits and pricing tiers against your own volume.
Migration support varies by app and category. Prefixbox AI Search & Filter and Spark Fitment ‑ YMM 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 Spark Fitment ‑ YMM Filter" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
None