Side-by-side comparison · 24 data points
| PA DiscoveryOS | 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 | PA DiscoveryOS | Ryzo AI Search & Visual Search |
|---|---|---|
| Rating | — | 5.0 ★ |
| Total reviews | 0 | 32 |
| Free plan | Yes | Yes |
| Pricing | Free | Free plan available |
| Built for Shopify | — | ★ Yes |
| Pricing tiers | — | 4 tiers |
| Listed features | 3 | ★ 5 |
| Languages | 1 supported | 10 supported |
| Listed since | Apr 2026 | 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 PA DiscoveryOS's 0.0★ is a meaningful gap that usually reflects real product or support quality differences across the user base.
Pricing entry tiers: PA DiscoveryOS at Free, 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 — PA DiscoveryOS's 0-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: PA DiscoveryOS audit • Ryzo AI Search & Visual Search audit
| Last updated | — | — |
|---|
| Keyword | PA DiscoveryOS | Ryzo AI Search & Visual Search |
|---|---|---|
| ai search | Not ranked | #4 |
| vehicle fitment search | Not ranked | #5 |
| ai search bar | Not ranked | #6 |
No tracked changes.
Both PA DiscoveryOS and Ryzo AI Search & Visual Search offer paid plans only. PA DiscoveryOS starts at Free; Ryzo AI Search & Visual Search starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.
AppRanks cannot separate these two on rating, because neither publishes one. Ryzo AI Search & Visual Search does carry the larger published review base (32 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. Ryzo AI Search & Visual Search has the deeper published review base (32 vs 0), 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.
PA DiscoveryOS typically suits early-stage and growth-mode teams based on its published review base (0 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. PA DiscoveryOS 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 PA DiscoveryOS" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
