Search & Product Discovery -AI vs Prefixbox AI Search & Filter
How Search & Product Discovery -AI and Prefixbox AI Search & Filter compare on the Shopify App Store: rating, review count, pricing, the Built for Shopify badge, and where each one ranks in the store's organic search results. Every number is the App Store's own and is never edited.
Updated September 8, 2026 · App Store dataSearch & Product Discovery -AI vs Prefixbox AI Search & Filter at a glance
As of September 8, 2026, Search & Product Discovery -AI is rated 5.0 stars from 17 reviews and Prefixbox AI Search & Filter is rated 5.0 stars from 59 reviews on the Shopify App Store.
- Rating: Both are rated 5.0 stars.
- Reviews: Prefixbox AI Search & Filter has more reviews, 59 against 17.
- Pricing: Both list "Free plan available".
- Built for Shopify: Both carry the Built for Shopify badge.
| Fact |
Search & Product Discovery -AI
|
Prefixbox AI Search & Filter
|
|---|---|---|
| Tagline | Search & discovery with search bar and filters, AI powered | AI search with filters & AI chat to enhance product discovery |
| Rating | ★ 5.0 | ★ 5.0 |
| Reviews | 17 | 59 |
| Pricing | Free plan available | Free plan available |
| Built for Shopify | Built for Shopify | Built for Shopify |
| Data as of | September 8, 2026 | September 8, 2026 |
Built for ShopifyRatings, review counts, pricing labels and badges are read from each app's Shopify App Store search result card. Rankings are the store's organic results for the searches Rankbase tracks; sponsored results are excluded.
Where each app ranks in App Store search
| App Store search |
Search & Product Discovery -AI
|
Prefixbox AI Search & Filter
|
|---|---|---|
| Both apps rank · 1 search | ||
| Discovery | #2 | #3 |
| Only Search & Product Discovery -AI ranks · 3 searches | ||
| Boost AI Search & Discovery | #3 | not in top 10 |
| Search And Discovery | #3 | not in top 10 |
| Search & Discovery | #8 | not in top 10 |
| Only Prefixbox AI Search & Filter ranks · 16 searches | ||
| Search Filter | not in top 10 | #2 |
| AI Search | not in top 10 | #4 |
| Swym | not in top 10 | #5 |
| Boost AI Search & Filter | not in top 10 | #6 |
| Product Filter & Search | not in top 10 | #6 |
| Search And Filter | not in top 10 | #6 |
| Junip | not in top 10 | #7 |
| Smart Product Filter & Search | not in top 10 | #7 |
| Filtri | not in top 10 | #8 |
| Suche | not in top 10 | #8 |
| Filter | not in top 10 | #9 |
| Filters | not in top 10 | #9 |
| Serch | not in top 10 | #9 |
| Filtros | not in top 10 | #10 |
| Product Filter | not in top 10 | #10 |
| Search And | not in top 10 | #10 |
In the App Store's organic search results, Search & Product Discovery -AI ranks in the top 10 for 4 of the 3,620 searches we track and Prefixbox AI Search & Filter for 17. They share one search, "discovery", where Search & Product Discovery -AI ranks #2 and Prefixbox AI Search & Filter #3.
Frequently asked questions
Is Search & Product Discovery -AI or Prefixbox AI Search & Filter rated higher on the Shopify App Store?
Both are rated 5.0 stars. Prefixbox AI Search & Filter has more reviews, 59 against 17.
Which has more reviews, Search & Product Discovery -AI or Prefixbox AI Search & Filter?
Prefixbox AI Search & Filter has more reviews, 59 against 17.
Which ranks higher in Shopify App Store search, Search & Product Discovery -AI or Prefixbox AI Search & Filter?
In the App Store's organic search results, Search & Product Discovery -AI ranks in the top 10 for 4 of the 3,620 searches we track and Prefixbox AI Search & Filter for 17. They share one search, "discovery", where Search & Product Discovery -AI ranks #2 and Prefixbox AI Search & Filter #3.
How is this comparison made?
Rankbase records the organic results merchants see when they search the Shopify App Store for 3,620 popular keywords, refreshed daily for published rankings and at least weekly for the rest. Each app's rating, review count, pricing label and Built for Shopify badge are taken from its App Store search result card, so they are exactly what merchants see; the date next to each app is the last time it appeared in any tracked top 10. Sponsored results are excluded, and nothing on this page is edited by hand, including for Rankbase's own apps.
More comparisons
Search & Product Discovery -AI against other apps
Prefixbox AI Search & Filter against other apps
Rankbase paired these two apps on September 8, 2026, when both ranked in the top 3 for "discovery". The page stays as long as either app keeps ranking or the comparison keeps being read, and every number on it is refreshed from the App Store.
Rank higher on the Shopify App Store
Rankbase helps Shopify app developers track keyword positions, analyze install click data, and optimize app listings to rank higher in the Shopify App Store.
Explore Rankbase →Built by Craftshift
Rankbase is made by Craftshift, a Shopify Partner building apps for product images, variants, and bulk catalog work. We built Rankbase to track the App Store rankings of our own apps first, then opened it to other developers, and this directory grew out of that work. The rankings on these pages are Shopify's own organic search results; we never edit them, including for our own apps.
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