Side-by-side comparison · 24 data points
Let customers find compatible products by Make, Model, Year or any custom levels you define.
| Codizex ‑ Product Fit Finder | RS | |
|---|---|---|
| Tagline | ||
| Description | ||
| Screenshots | images | images |
| Languages | ||
| Platforms | ||
| Developer | ||
| Listed | ||
| Last updated | — |
| Metric | Codizex ‑ Product Fit Finder | RS: AI Search Bar & Filter |
|---|---|---|
| Rating | ★ 5.0 ★ | 4.9 ★ |
| Total reviews | 1 | ★ 398 |
| Free plan | Yes | Yes |
| Pricing | Free plan available | Free plan available |
| Built for Shopify | — | ★ Yes |
| Pricing tiers | 4 tiers | 4 tiers |
| Listed features | 5 | 5 |
| Languages | 1 supported | 3 supported |
| Listed since | May 2026 | Jun 2020 |
Codizex ‑ Product Fit Finder and RS: AI Search Bar & Filter are evenly matched on rating (5.0★ vs 4.9★) — the differentiator comes down to pricing fit, feature breadth, and which app's interaction pattern suits your team's workflow.
Pricing entry tiers: Codizex ‑ Product Fit Finder at Free plan available, RS: AI Search Bar & 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.
RS: AI Search Bar & Filter has the larger user base (398 reviews vs 1), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Codizex ‑ Product Fit Finder's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat.
Recommended evaluation path: install both apps' free tiers (where available) and run them in parallel on a small cohort for 7-14 days before committing. The data tables below show the per-feature breakdown — for most merchants the deciding factor will be a single integration or workflow detail that's hard to compare from listing pages alone.
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: Codizex ‑ Product Fit Finder audit • RS: AI Search Bar & Filter audit
| — |
| Keyword | Codizex ‑ Product Fit Finder | RS |
|---|---|---|
| search bar | Not ranked | #1 |
| ai search bar | Not ranked | #1 |
| ai search | Not ranked | #1 |
| fit visualization | #107 | Not ranked |
No tracked changes.
Both Codizex ‑ Product Fit Finder and RS: AI Search Bar & Filter offer paid plans only. Codizex ‑ Product Fit Finder starts at Free plan available; RS: AI Search Bar & Filter starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.
Codizex ‑ Product Fit Finder (5.0★, 1 reviews) and RS: AI Search Bar & Filter (4.9★, 398 reviews) are essentially tied on rating. Look at review velocity and individual reviewer quotes — both visible on each app's detail page — to differentiate.
Codizex ‑ Product Fit Finder holds the higher average rating (5.0★ vs 4.9★). 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. RS: AI Search Bar & Filter has the deeper published review base (398 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.
Codizex ‑ Product Fit Finder typically suits early-stage and growth-mode teams based on its published review base (1 reviews). RS: AI Search Bar & Filter typically suits early-stage and growth-mode teams based on its published review base (398 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. Codizex ‑ Product Fit Finder and RS: AI Search Bar & 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 Codizex ‑ Product Fit Finder" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.
