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 | Ryzo AI Search & Visual Search | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed |
Find what shoppers mean with AI-powered search, visual search, and collection filters
| Metric | Make Model Year Fitment | Ryzo AI Search & Visual Search |
|---|---|---|
| Rating | 3.4 ★ | ★ 5.0 ★ |
| Total reviews | 8 | ★ 32 |
| Free plan | Yes | Yes |
| Pricing | Free trial available | Free plan available |
| Built for Shopify | — | ★ Yes |
| Pricing tiers | 4 tiers | 4 tiers |
| Listed features | 4 | ★ 5 |
| Languages | 1 supported | 10 supported |
| Listed since | Dec 2020 | Dec 2024 |
Based on the data on this page, Ryzo AI Search & Visual Search is the stronger choice for most Shopify App Store merchants — 5.0★ 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, Ryzo AI Search & Visual Search 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 Ryzo AI Search & Visual Search; 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 Ryzo AI Search & Visual Search'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 • Ryzo AI Search & Visual Search audit
| Last updated | — | — |
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| Keyword | Make Model Year Fitment | Ryzo AI Search & Visual Search |
|---|---|---|
| ai search | Not ranked | #3 |
| vehicle fitment search | Not ranked | #5 |
| ai search bar | Not ranked | #6 |
| year make model search | #19 | Not ranked |
| year make model | #24 | Not ranked |
Both Make Model Year Fitment and Ryzo AI Search & Visual Search offer paid plans only. Make Model Year Fitment starts at Free trial available; Ryzo AI Search & Visual Search starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.
Ryzo AI Search & Visual Search has the higher average rating (5.0★ from 32 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.
Ryzo AI Search & Visual Search holds the higher average rating (5.0★ 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. Ryzo AI Search & Visual Search has the deeper published review base (32 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). Ryzo AI Search & Visual Search typically suits early-stage and growth-mode teams based on its published review base (32 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 Ryzo AI Search & Visual Search 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.
