Side-by-side comparison · 24 data points
Let customers find auto parts by vehicle Make, Model & Year with smart fitment search.
| Make Model Year Fitment | Boost AI Search & Filter | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — | — |
Increase sales with AI Search, advanced filters, and smarter product discovery
| Metric | Make Model Year Fitment | Boost AI Search & Filter |
|---|---|---|
| Rating | 3.4 ★ | ★ 4.7 ★ |
| Total reviews | 8 | ★ 1.6k |
| Free plan | Yes | Yes |
| Pricing | Free trial available | Free trial available |
| Built for Shopify | — | — |
| Pricing tiers | ★ 4 tiers | 3 tiers |
| Listed features | 4 | ★ 5 |
| Languages | 1 supported | 1 supported |
| Listed since | Dec 2020 | Jan 2017 |
Based on the data on this page, Boost AI Search & Filter is the stronger choice for most Shopify App Store merchants — 4.7★ vs Make Model Year Fitment's 3.4★ is a meaningful gap that usually reflects real product or support quality differences across the user base.
Pricing entry tiers: Make Model Year Fitment at Free trial available, Boost AI Search & Filter at Free trial 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.
Boost AI Search & Filter has the larger user base (1,631 reviews vs 8), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Make Model Year Fitment's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat.
Recommended by size: small/early-stage merchants who need fast install and low risk should default to Boost AI Search & Filter; mid-market and enterprise merchants with specific feature requirements should evaluate both — Make Model Year Fitment's 8-review base may include the workflow context that matches your specific use case better than Boost 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: Make Model Year Fitment audit • Boost AI Search & Filter audit
| Keyword | Make Model Year Fitment | Boost AI Search & Filter |
|---|---|---|
| search discovery | Not ranked | #2 |
| search filter | Not ranked | #3 |
| ai search | Not ranked | #5 |
| year make model search | #20 | Not ranked |
| year make model | #24 | Not ranked |
Both Make Model Year Fitment and Boost AI Search & Filter offer paid plans only. Make Model Year Fitment starts at Free trial available; Boost AI Search & Filter starts at Free trial available. Compare the per-tier features in the Pricing section above before committing.
Boost AI Search & Filter has the higher average rating (4.7★ from 1,631 reviews) compared to Make Model Year Fitment (3.4★ from 8 reviews). Both are tracked daily by AppRanks, so the figures here update each refresh cycle.
Boost AI Search & Filter holds the higher average rating (4.7★ vs 3.4★). 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. Boost AI Search & Filter has the deeper published review base (1,631 vs 8), 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.
Make Model Year Fitment typically suits early-stage and growth-mode teams based on its published review base (8 reviews). Boost AI Search & Filter typically suits early-stage and growth-mode teams based on its published review base (1,631 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. Make Model Year Fitment and Boost 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 Make Model Year Fitment" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
