Coveo AI Search & Discovery vs Shopify Search & Discovery
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 8, 2026 for Coveo AI Search & Discovery, Nov 7, 2026 for Shopify Search & Discovery.
The short answer
- Coveo AI Search & Discovery lists 9 features Shopify Search & Discovery’s listing doesn’t mention, including AI insights, Custom CSS, Custom styling.
Head to head
- United States
- Australia
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Coveo for Commerce
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureBring powerful, multi-layered AI search to your Shopify storefront to transform B2C and B2B product discovery, adapt to intent in real-time, and increase conversion and revenue per visit. Empowered merchandising lets you fine-tune search, product listings, and recommendations, layer business rules on top of AI, and see detailed reporting.
A great shopping experience starts with simple search and seamless discovery. Customize search, filtering, and product recommendations, so you can enhance your products’ relevance and sell more. Use the Shopify Search & Discovery app to deliver results for every search and increase average order value with customized recommendations on any product page.
- Layered AI combines lexical & semantic search with intent & popularity models
- Dynamic facets & filters automatically generate and optimize in real-time
- Query suggestions and search as you type for streamlined product discovery
- Automatic onboarding to the Merchandising Hub for no-code search management
- Customize filters to let shoppers refine their search by multiple categories.
- Make synonym groups, so product descriptions match the terms shoppers use.
- Use product boosts to feature products you want highlighted in search results.
- Add related and complementary products on product detail pages.
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  Coveo AI Search & Discovery |  Shopify Search & Discovery |
|---|---|---|
| Detected stores | 9 | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Apparel & Accessories, Hardware, Home & Garden | Not published |
| Top store countries | United States, Australia | Not published |
Reviews
| Measure | Coveo AI Search & Discovery | Shopify Search & Discovery |
|---|---|---|
| App Store rating | Not published | 2.6 ★ |
| App Store reviews | Not published | 515 |
| New reviews, 28 days | Not enough data | 6 |
| Reviewers a year or more in | Not enough data | 63% |
Pricing
| Measure | Coveo AI Search & Discovery | Shopify Search & Discovery |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | No monthly plan listed | No monthly plan listed |
| Longest free trial | Not listed | Not listed |
| Plans listed | 1 | Not published |
Listing
| Measure | Coveo AI Search & Discovery | Shopify Search & Discovery |
|---|---|---|
| Shopify category rank | #141 | #2(ahead) |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Mar 5, 2025 | Jul 25, 2022 |
| Languages | 1 | 19 |
| Developer | Coveo Solutions Inc. | Shopify |
FAQ
Coveo AI Search & Discovery and Shopify Search & Discovery: common questions
- What features does each app list that the other doesn’t?
- Coveo AI Search & Discovery lists 9 the others don’t mention, such as AI insights, Custom CSS, Custom styling, Exclude results. Shopify Search & Discovery lists 5 the others don’t mention, such as AI recommendations, Click-through rates, Conversion rates, Custom dashboards. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Nov 8, 2026 for Coveo AI Search & Discovery, Nov 7, 2026 for Shopify Search & Discovery; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Nov 8, 2026 for Coveo AI Search & Discovery, Nov 7, 2026 for Shopify Search & Discovery. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.