Coveo AI Search & Discovery vs r2decide ‑ AI‑Powered Search
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, Oct 13, 2026 for r2decide.
The short answer
- Coveo AI Search & Discovery lists 10 features r2decide’s listing doesn’t mention, including Autocomplete, Custom CSS, Custom filters.
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
Essential
- · 3-in-1 AI Powered Search
- · AI Generated Static Filters
- · AI Sales Guidance
- · Basic Analytics & Support
- · Includes 2k products and 7.5k searches
- · Multi Lingual Search
Growth
- · Everything in Essential
- · Includes 5k products and 10k searches
- · Premium Analytics
- · Smart Alternatives
- · Smart Redirects
Enterprise
- · Everything in Growth
- · Includes 10k products and 30k searches
- · Premium Support
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.
Experience substantial lifts in conversion and revenue with search that seamlessly guides the user to a purchase. Our cutting-edge Gen AI solution better understands user intent, delivering precise, personalized, context-aware results. No more dead-end searches - just smarter shopping, higher sales, and happier customers. And best of all, our search and discovery solution is simple to integrate.
- 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
- AI-Driven Guidance: Help shoppers find exactly what they need
- Multimodal Search: Deciphers text, images and context for precise results
- Smart Suggestions: Automatically refines searches, even when no match is found
- Easy Integration: Works with your existing setup, no workflow changes needed
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 |  r2decide |
|---|---|---|
| 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 | r2decide |
|---|---|---|
| App Store rating | Not published | 5.0 ★ |
| App Store reviews | Not published | 4 |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | Coveo AI Search & Discovery | r2decide |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | No monthly plan listed | $39/month |
| Longest free trial | Not listed | 14 days |
| Plans listed | 1 | 3 |
Listing
| Measure | Coveo AI Search & Discovery | r2decide |
|---|---|---|
| Shopify category rank | #141(ahead) | #160 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Mar 5, 2025 | Feb 27, 2025 |
| Languages | 1 | 1 |
| Developer | Coveo Solutions Inc. | r2decide |
FAQ
Coveo AI Search & Discovery and r2decide: common questions
- What features does each app list that the other doesn’t?
- Coveo AI Search & Discovery lists 10 the others don’t mention, such as Autocomplete, Custom CSS, Custom filters, Custom styling. r2decide lists 1 the others don’t mention, such as Image search. 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, Oct 13, 2026 for r2decide; 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, Oct 13, 2026 for r2decide. 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.