Prefixbox AI Search & Filter vs Shopify Search & Discovery

Prefixbox AI Search & Filter logo Prefixbox AI Search & Filter vs Shopify Search & Discovery logo Shopify Search & Discovery

How Prefixbox AI Search & Filter and Shopify Search & Discovery 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 October 23, 2026 · App Store data

Maintained by Rankbase, built by a Shopify app developer

Prefixbox AI Search & Filter vs Shopify Search & Discovery at a glance

As of October 23, 2026, Prefixbox AI Search & Filter is rated 5.0 stars from 59 reviews and Shopify Search & Discovery is rated 2.6 stars from 511 reviews on the Shopify App Store.

  • Rating: Prefixbox AI Search & Filter has the higher rating, 5.0 stars against 2.6.
  • Reviews: Shopify Search & Discovery has more reviews, 511 against 59.
  • Pricing: Prefixbox AI Search & Filter lists "Free plan available", Shopify Search & Discovery "Free".
  • Built for Shopify: Only Prefixbox AI Search & Filter carries the Built for Shopify badge.
Prefixbox AI Search & Filter and Shopify Search & Discovery on the Shopify App Store, as of October 23, 2026: rating, review count, pricing label, the Built for Shopify badge, and the date each app's data was last read from the store.
Fact Prefixbox AI Search & Filter Shopify Search & Discovery
Tagline AI search with filters & AI chat to enhance product discovery Customize your storefront search and discovery experience
Rating ★ 5.0 ★ 2.6
Reviews 59 511
Pricing Free plan available Free
Built for Shopify Built for Shopify No badge
Data as of October 23, 2026 October 23, 2026

Ratings, 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

Every Shopify App Store search Rankbase tracks where Prefixbox AI Search & Filter or Shopify Search & Discovery is in the top 10 today, with the position merchants see. Organic results only, across 3,809 tracked searches; sponsored placements never count.
App Store search Prefixbox AI Search & Filter Shopify Search & Discovery
Both apps rank · 11 searches
Discovery #6 #1
Boost AI Search & Discovery #7 #1
Search And #8 #1
Suche #7 #2
Search And Dis #10 #1
Search And Disc #10 #1
Serch #10 #1
Search Filter #2 #9
Filters #8 #3
Search And Filter #7 #4
Filter #9 #3
Only Prefixbox AI Search & Filter ranks · 8 searches
Boost AI Search & Filter #3 not in top 10
AI Search #4 not in top 10
Swym #5 not in top 10
Junip #7 not in top 10
Product Filter & Search #7 not in top 10
Smart Product Filter & Search #8 not in top 10
Product Filter #9 not in top 10
Filtri #10 not in top 10
Only Shopify Search & Discovery ranks · 7 searches
Sea not in top 10 #1
Search not in top 10 #1
Search & Discovery not in top 10 #1
Search And Discover not in top 10 #1
Search And Discovery not in top 10 #1
Rapid Search not in top 10 #9
Searchpie not in top 10 #9

In the App Store's organic search results, Prefixbox AI Search & Filter ranks in the top 10 for 19 of the 3,809 searches we track and Shopify Search & Discovery for 18. They share 11 searches: Shopify Search & Discovery ranks higher on 10, Prefixbox AI Search & Filter on 1.

Frequently asked questions

Is Prefixbox AI Search & Filter or Shopify Search & Discovery rated higher on the Shopify App Store?

Prefixbox AI Search & Filter has the higher rating, 5.0 stars against 2.6. Shopify Search & Discovery has more reviews, 511 against 59.

Which has more reviews, Prefixbox AI Search & Filter or Shopify Search & Discovery?

Shopify Search & Discovery has more reviews, 511 against 59.

Which ranks higher in Shopify App Store search, Prefixbox AI Search & Filter or Shopify Search & Discovery?

In the App Store's organic search results, Prefixbox AI Search & Filter ranks in the top 10 for 19 of the 3,809 searches we track and Shopify Search & Discovery for 18. They share 11 searches: Shopify Search & Discovery ranks higher on 10, Prefixbox AI Search & Filter on 1.

How is this comparison made?

Rankbase records the organic results merchants see when they search the Shopify App Store for 3,809 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

Prefixbox AI Search & Filter against other apps

Shopify Search & Discovery 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.

All app comparisons →   ·   Browse keyword rankings →

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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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