The best Shopify product recommendation app for most businesses is 
Rebuy if you want recommendations, a smart cart and post-purchase offers in one place, or Wiser and LimeSpot if you want AI recommendations for under $20 a month.
Start with Shopify's free Search & Discovery app if you only need "related" and "complementary" products on product pages.
Outside Shopify, Nosto, Clerk.io, Algolia Recommend and Dynamic Yield are the main recommendation engines.
How we picked: we read each vendor's public docs and pricing page, checked Shopify App Store ratings on November 4, 2026, and matched each tool to the tests in our archive. We have not used these tools ourselves.
LiftArchive may earn a commission if you sign up for Rebuy through our links.
No other tool on this page pays us.
Product recommendation apps compared
| Tool | Best for | Starting price (as of November 2026) | Free plan or trial | Rating (source) |
|---|---|---|---|---|
| Shopify Search & Discovery | Basic hand-picked recommendations on Shopify | Free | Free app | 2.6 (514 reviews, Shopify App Store) |
| Rebuy | Growing Shopify brands wanting cart, checkout and post-purchase recs | $25/month per package | 14-day trial; free "Monetize" plan | Not verified |
| LimeSpot | Small Shopify stores wanting AI recs plus bundles | $9.99/month | Free up to 10 orders/month; 15-day trial | 4.6 (504, Shopify App Store) |
| Wiser | Low-volume stores wanting many widget types | Free up to 50 orders/month, then $9/month | Free plan; 14-day trial | 4.9 (566, Shopify App Store) |
| Frequently Bought Together (Code Black Belt) | Amazon-style bundles on product pages | $9.99/month | Free plan; 14-day trial | 4.9 (1,215, Shopify App Store) |
| Also Bought (Code Black Belt) | "Customers also bought" widgets with no usage caps | $19.99/month | 14-day trial | 4.8 (372, Shopify App Store) |
| Glood | Stores wanting a free plan with trending and recently viewed | Free; paid from $19.99/month | Free plan; 14-day trial | 4.7 (123, Shopify App Store) |
 Visually | Testing recommendations against each other | $15/month (up to 100 orders) | Free on dev stores; 14-day trial | 4.8 (148, Shopify App Store) |
| Nosto | Mid-market and enterprise brands on several platforms | Contact sales | Demo only | 4.7 (61, Shopify App Store) |
| Clerk.io | European stores wanting search, recs and email in one tool | Usage-based, from $0/month | Free trial | Not verified |
| Algolia Recommend | Custom-built sites and headless stores | Free up to 5,000 requests/month | Free plan | Not verified |
| Dynamic Yield | Large retailers with a dedicated personalization team | Contact sales | Demo only | Not verified |
The 12 best product recommendation apps
1. Shopify Search & Discovery
Best for: Shopify stores that want to hand-pick related and complementary products without paying for another app.
What it does: Shopify's own free app controls search, filters, synonyms and product recommendations.
You can assign related and complementary products to each product, and supported themes show them on product pages.
It is the baseline every paid app has to beat.
Key features:
- Manual related and complementary product picks per product
- Search filters and synonym groups
- Search and discovery analytics
- Works with Shopify's own theme sections
Pros:
- Free, and built by Shopify
- No extra script on your pages
Cons:
- No cart drawer, checkout or post-purchase recommendations
- Picking complementary products by hand gets slow with a big catalog
- Low App Store rating
Pricing: Free. See the App Store listing.
Rating: 2.6 out of 5 from 514 reviews on the Shopify App Store.
In our archive: Stone Creek Coffee swapped Shopify's native recommendations for Rebuy's and saw +23% conversion rate.
Blend Commerce ran the test, but it lasted only four days, so treat the free option as a starting point, not the ceiling.
2. Rebuy
Best for: Shopify brands doing steady order volume that want recommendations across the cart, checkout and post-purchase pages.
What it does: Rebuy is a personalization engine for Shopify with AI recommendations, a slide-out Smart Cart, checkout and post-purchase upsells, search and its own A/B testing.
You buy it in packages: Cart & Merchandising, Checkout & Post-Purchase, Search & Collections, and Flows & A/B Testing.
Key features:
- Smart Cart with built-in recommendation rows
- Checkout and post-purchase offers
- Rule-based and AI recommendation logic
- A/B testing of widgets and flows
Pros:
- Covers the whole journey, so you can drop several single-purpose apps
- The most tests in our archive of any recommendation app
- Bundle discounts: 10% off two packages, up to 30% off all four
Cons:
- Shopify only
- Price rises with orders per month and each extra package
- Premium support costs $499 a month on top
- When we checked on November 4, 2026, its App Store listing showed as not available. Confirm before you plan a switch.
Pricing: From $25/month for one package, tiered by orders, with a 14-day trial.
Platform One (all four packages) is custom priced with a 30-day trial.
There is also a free "Rebuy Monetize" plan. See Rebuy pricing.
In our archive: Blend Commerce replaced a sparse cart drawer with a Rebuy Smart Cart for Fame on Central: +13% revenue per visitor and +15% average order value, though not yet statistically significant.
Rebuy's checkout recommendations for the same brand came out flat at +2% conversion, inconclusive.
3. LimeSpot
Best for: Small and mid-size Shopify stores that want AI recommendations and bundles without an enterprise contract.
What it does: LimeSpot shows personalized recommendations on every page, plus bundles, frequently bought together, checkout and post-purchase offers.
The higher Max plan adds audience segments, email and SMS personalization, and A/B/n testing.
Key features:
- Unlimited recommendations on all pages
- Bundles, frequently bought together and offers
- Checkout extension and post-purchase offers
- A/B/n testing and segmentation (Max plan)
Pros:
- Cheap entry price for real AI recommendations
- Free for very small stores
Cons:
- The Turbo plans are listed as not compatible with Shopify Plus
- Max is priced on store revenue, so the bill grows as you do
Pricing: Free up to 10 orders a month.
Turbo from $9.99/month, rising with orders (up to 250 orders is $19.99).
Max from $50/month, rising with revenue (up to $50k revenue is $150/month). 15-day trial. See the listing.
Rating: 4.6 from 504 reviews on the Shopify App Store.
4. Wiser
Best for: New and low-volume Shopify stores that want lots of widget types for little money.
What it does: Wiser shows AI recommendations, frequently bought together, recently viewed and shop-the-look widgets across the store.
It also has a slide cart with tiered discounts, post-purchase and thank-you page offers, and checkout upsells on Shopify Plus.
Key features:
- Related, "you may also like" and frequently bought together widgets
- Slide cart drawer with tiered discounts
- Post-purchase and thank-you page offers
- AI search and filters
Pros:
- Free up to 50 monthly orders
- High rating with a large review count
Cons:
- Checkout upsells need Shopify Plus
- Many widget types make it easy to clutter pages
- Shopify only
Pricing: Free for 0-50 monthly orders, $9/month for 51-100, $19/month for 101-300, $49/month for 301-500, with a 14-day trial. See the listing.
Rating: 4.9 from 566 reviews on the Shopify App Store.
5. Frequently Bought Together (Code Black Belt)
Best for: Stores whose products are naturally bought together, such as refills, accessories or tools and supplies.
What it does: It adds an Amazon-style "frequently bought together" bundle to product and cart pages, filled automatically or by hand, with optional bundle discounts.
It pulls in star ratings from review apps such as 
Judge.me and 
Loox.
Key features:
- Automatic and manual bundles
- Bundle discounts
- Widget on product and cart pages
- Built-in stats
Pros:
- Does one job well; easy to set up
- Highest review count on this list
Cons:
- Free plan allows only 3 manual bundles
- No cart drawer, checkout or post-purchase placements
Pricing: Free starter plan; $9.99/month up to 50 orders, $24.99/month up to 500, $39.99/month above 500; 14-day trial. See the listing.
Rating: 4.9 from 1,215 reviews on the Shopify App Store.
In our archive: Alex Stoykov added a one-click frequently bought together bundle (tape and solvent) near add to cart: +10.87% revenue per visitor.
6. Also Bought (Code Black Belt)
Best for: Stores with order history that want "customers who bought this also bought" rows without usage limits.
What it does: From the same developer as Frequently Bought Together, Also Bought reads your sales history, new orders and product updates to fill related-product rows.
The developer says it built the app in 2016 and that it has no limits on products, orders or traffic.
Key features:
- Recommendations from your own order history
- Unlimited products, orders and traffic on one plan
- Real-time updates as orders come in
Pros:
- One flat price, no order tiers
- Simple and focused
Cons:
- No free plan
- New stores with little order history give it less to work with
Pricing: $19.99/month with a 14-day trial. See the listing.
Rating: 4.8 from 372 reviews on the Shopify App Store.
7. Glood
Best for: Stores that want a usable free plan and a path to rule-based recommendations and checkout upsells later.
What it does: Glood offers trending, bestseller, recently viewed and recently launched widgets for free.
Paid plans add personalized and similar-product recommendations, bought-together, mini cart recs, bundles, rule-based logic, and at the top tier A/B testing and checkout upsells.
Key features:
- Free widgets with unlimited usage
- Personalized and similar-product recommendations (paid)
- Rule-based recommendations and bundles (Pro)
- A/B testing and developer API (Plus)
Pros:
- Generous free plan
- Clear upgrade path
Cons:
- Paid plans charge per widget display above the limit
- A/B testing only on the $299.99 plan
Pricing: Free; Basic $19.99/month (10,000 displays), Pro $69.99/month (100,000 displays), Plus $299.99/month (500,000 displays); 14-day trial. See the listing.
Rating: 4.7 from 123 reviews on the Shopify App Store.
8. Visually
Best for: Brands that want to A/B test recommendation placements, not just turn them on.
What it does: Visually is a Shopify A/B testing and personalization platform with a visual editor.
Every paid plan includes unlimited recommendations, upsells, post-purchase offers and A/B tests, so you can test a recommendation row against no row.
Key features:
- Recommendations, upsells and post-purchase offers
- Unlimited A/B tests
- Personalization by segment
- AI-assisted visual editor
Pros:
- Testing and recommendations in one tool
- Several published recommendation tests
Cons:
- Shopify only
- Most of its published results are its own case studies, with little sample size detail
Pricing: $15/month up to 100 orders, $25/month up to 200, $80/month up to 600; free on dev stores; 14-day trial. See the listing.
Rating: 4.8 from 148 reviews on the Shopify App Store.
In our archive: Visually added similar products on The Oodie's out-of-stock pages for +9.5% conversion rate.
In a vendor-reported test, Clare V.'s cart recs on Visually beat the old upsell tool by +11.7% conversion rate.
9. Nosto
Best for: Mid-market and enterprise brands that want search, merchandising and recommendations from one vendor, on Shopify or another platform.
What it does: Nosto is a commerce experience platform with AI search, category merchandising and product recommendations.
It supports Shopify, Shopify Plus, Salesforce Commerce Cloud, Shopware, Adobe Commerce and BigCommerce.
Key features:
- AI product recommendations
- AI search and category merchandising
- Segmentation and personalization
- Pick-the-modules pricing
Pros:
- Works across several ecommerce platforms
- Search and recommendations share the same data
Cons:
- No public prices; you need a demo
- Overkill for a small catalog
Pricing: Contact sales. Nosto says pricing is a platform fee plus charges based on GMV and traffic. See Nosto pricing.
Rating: 4.7 from 61 reviews on the Shopify App Store.
10. Clerk.io
Best for: Stores, often in Europe, on Shopify, WooCommerce, Magento or BigCommerce that want search, recommendations and email in one bill.
What it does: Clerk.io sells Search, Recommendations, Chat, Email and Audience as modules, each priced by usage. Recommendations is billed on monthly recommendations shown.
Key features:
- Product recommendations on site and in email
- Site search
- Audience segments
- Modular, usage-based tiers
Pros:
- Works outside Shopify
- Free onboarding and no implementation fee
Cons:
- Prices sit behind a usage calculator
- Extra help outside the onboarding package costs €99 an hour
Pricing: Usage-based tiers; the pricing calculator starts at $0/month, with discounts for longer contracts. See Clerk.io pricing.
11. Algolia Recommend
Best for: Developer teams on custom or headless sites, including SaaS marketplaces and content catalogs, not only stores.
What it does: Algolia Recommend is an API for trending items, related products, frequently bought together and "looking similar" recommendations.
You build the front end, which makes it flexible but not plug-and-play.
Key features:
- Related products and frequently bought together models
- Trending items and trending facets
- Visual "looking similar" model
- Shares data with Algolia search
Pros:
- Free tier for testing
- Works on any stack
Cons:
- Needs developer time
- Usage costs climb with traffic
Pricing: Free plan includes 5,000 recommendation requests a month.
Grow and Grow Plus include 10,000 requests, then $0.60 per extra 1,000. Elevate is custom. See Algolia pricing.
12. Dynamic Yield
Best for: Large retailers and brands with a team to run personalization across web, app and email.
What it does: Dynamic Yield, now part of Mastercard, is a personalization platform with recommendation algorithms, testing and APIs for custom builds.
It is aimed at enterprise teams, not small stores.
Key features:
- Out-of-the-box recommendation algorithms
- A/B testing and targeting
- Experience APIs for custom front ends
- AI shopping assistant
Pros:
- Deep personalization and testing in one place
- Works across channels
Cons:
- No public pricing
- Long setup; not for small teams
Pricing: Contact sales. See Dynamic Yield.
Which one is right for you
New Shopify store, under 100 orders a month
Start with Shopify Search & Discovery, then try Wiser or Glood on their free plans once you have enough orders for automatic recommendations to learn from.
Growing Shopify brand
Rebuy if you also want a smart cart and post-purchase offers.
LimeSpot if you want lower cost. Visually if you plan to test every placement.
One clear add-on per product
Frequently Bought Together. A single bundle near add to cart is often all you need.
WooCommerce, Magento or BigCommerce
Clerk.io or Nosto. For WordPress plugins, see our WooCommerce upsell plugins list.
Custom site, SaaS marketplace or app
Algolia Recommend for a developer-led build, Dynamic Yield for an enterprise program. For broader options, see website personalization tools.
What to look for in a product recommendation app
- Placements: check it covers the pages that matter to you: product page, cart drawer, checkout, post-purchase, out-of-stock and empty search pages.
- Logic you can override: AI picks are fine, but you need rules to exclude items, pin bundles and hide out-of-stock products.
- Built-in A/B testing, or compatibility with your testing tool: you need a holdout to know if the widget adds revenue.
- Pricing basis: order-based, revenue-based and display-based plans grow very differently as you scale.
- Page speed: each widget adds script; check the app's footprint on mobile.
- Design control: the widget should match your theme, headings and fonts.
- Reporting: look for revenue per visitor and average order value, not just widget clicks.
Real test results
Recommendations often win, but where you place them and how many you show matters as much as the app.
These are from our archive; see more on our product recommendations page.
Blend Commerce
Optimizely
Conversion Fanatics
OptiMonk
Convertibles
Clean Commit- Blend Commerce added recommendations to a plants brand's cart page: +43% revenue.
- Conversion Fanatics cut recommendations from 9-12 large images to five in a carousel: +64% sales conversions.
- Optimizely showed recommendations on zero-result searches: +2.74% revenue.
- Convertibles added matching straps to a cart drawer, and it lost: -10% to -12% revenue.
- Clean Commit's checkout-first minicart without recommendations lost too: -9.9% conversion.
Watch out for
App stacking. Recommendation, upsell, bundle and cart apps often overlap.
Running two that both inject widgets slows pages and confuses shoppers. Pick one engine and remove the rest.
Distraction near checkout. More offers in the cart can cost orders.
Oliver Kenyon's test that removed a $25 pre-checkout upsell and added trust elements won +$31,000 per month.
Trusting the app's own dashboard. Apps credit themselves for any order that touched a widget.
Run a holdout test with a tool like 
Intelligems or the options in our Shopify A/B testing apps list.
Discount-led bundles. Bundle discounts lift average order value but can teach shoppers to wait for a deal.
For other options, compare our Shopify upsell apps, bundle apps and post-purchase upsell apps, or browse all CRO tools.