Glood Product Recommendations Vs LimeSpot AI Bundles & Upsells: Which Shopify App Is Best For Your Store In November 2026?

Discover the power of Shopify apps as we compare Glood Product Recommendations and LimeSpot AI Bundles & Upsells side by side. Evaluate their features, explore their unique benefits, compare their pricing plans and user ratings, and find the perfect fit for your business needs. Let's dive into the comparison table and unlock the possibilities that await your Shopify store.

LimeSpot AI Bundles & Upsells leads on 5 of the 7 factors, including total reviews, track record and budget — 506 reviews at 4.6★ and a free plan — while Glood Product Recommendations leads on rating. Read the full verdict

Install in your Shopify store We pass your name, email and store domain to the Glood.AI team so they can help install and configure the app on your store.

.myshopify.com

Comparison

Top Glood Product Recommendations alternatives — detailed comparison

The table below highlights the crucial differences between Glood Product Recommendations and similar other Shopify apps based on parameters like ratings, reviews, features, pricing, etc.

Apps
Glood Product RecommendationsInstall
LimeSpot AI Bundles & UpsellsInstall
Add app
General information
Ratings4.7 ★ (122 reviews)4.6 ★ (506 reviews)
Developed byGlood.AILimeSpot
Launch date14 June 20196 January 2015
PricingFree, $19.99/month, $69.99/month, $299.99/monthFree, $9.99/month, $50/month
ObjectivePromote, suggest, and recommend products to increase Average Order Value (AOV) and income.AI Recommended Products, Upselling and Cross-Selling, Bundles, Similar Items
CategoriesUpsell and cross-sell, Product bundlesUpsell and cross-sell, Product bundles
Key features & highlights
PurposeIncrease conversions and average order value by displaying personalized product suggestions, upselling, and cross selling.Boost conversions, additional sales, and average order value by offering personalized product suggestions.
Features list
  • AI-powered product recommendations adapt to visitor behavior for personalized shopping.
  • Boost revenue with cart and checkout upsell suggestions for frequently bought items.
  • Create product bundles with discounts to encourage larger purchases.
  • AI-powered recommendations display personalized products on every page.
  • Automatically generate frequently bought together bundles to increase sales.
  • Show trending and new arrival items tailored to customer preferences.
Highlights——
User reviews and ratings
Recommended92.7%93.1%
Pros
  • Highly responsive and personalized assistance, often praised for quick resolutions and professionalism.
  • AI-driven and manual recommendations significantly enhance user experience and boost sales.
  • Extensive options to tailor widgets and features to match store themes and branding.
  • Easy setup and intuitive navigation, making it accessible for non-technical users.
  • Many users report measurable improvements in conversion rates and average order value.
  • Offers diverse recommendation types (e.g., "Frequently Bought Together," "Similar Products") across pages.
  • Users appreciate the robust features available even in the free tier.
  • Widgets seamlessly blend with store aesthetics without requiring extensive coding.
  • Consistently stable functionality with minimal errors reported.
  • Dynamic and intelligent suggestions boost sales and product visibility.
  • Easy setup and smooth compatibility with Shopify themes.
  • Quick, responsive, and highly personalized assistance.
  • Flexible settings to tailor product displays and promotions.
  • Significant revenue increases reported shortly after installation.
  • Intuitive design with minimal technical expertise required.
  • Advanced features to enhance average order value.
  • Consistent functionality without major disruptions.
  • Enhances store aesthetics with polished product displays.
  • Clear metrics to track performance and sales impact.
Cons
  • Some users faced unexpected charges or confusion over billing tiers.
  • A few users noted the AI recommendations lacked depth (e.g., no image-based suggestions).
  • Occasional issues with widget rendering or CSS adjustments not applying correctly.
  • Free plan users found quotas insufficient for high-traffic stores, leading to unplanned upgrades.
  • Pricing structure criticized as expensive, especially for larger stores.
  • Reports of unclear or unexpected charges.
  • Occasional bugs, such as incorrect product links or 404 errors.
  • Some users questioned the accuracy of analytics.
Pricing and plans
Total pricing plans43
Free planAvailableAvailable
Free trialYes, for 14 day(s)Yes, for 15 day(s)
Technical information
Rating4.7 ★4.6 ★
Total reviews123509
Launch date14 June 20196 January 2015

Glood Product Recommendations vs LimeSpot AI Bundles & Upsells: Final Verdict

When choosing the ideal Shopify app for your business, both Glood Product Recommendations and LimeSpot AI Bundles & Upsells offer unique strengths and considerations.

The choice between Glood Product Recommendations and LimeSpot AI Bundles & Upsells depends on your specific needs and priorities. Consider your business requirements, goals, and the features that align most closely with your objectives. Take into account factors such as pricing, user reviews, support quality, and integrations while making a decision.

We recommend thoroughly exploring the features and functionalities of each app. Remember, what works best for one business may not be ideal for another.

Here's a breakdown of key factors to help you choose a winner.

🥇 LimeSpot AI Bundles & Upsells

Takes 5 of the 7 comparison factors, with 1 tied. Glood Product Recommendations leads on rating.

FactorPriorityGlood Product RecommendationsLimeSpot AI Bundles & Upsells
Average RatingHigh priorityWinner—Detail
Total ReviewsHigh priority—WinnerDetail
Launch DateLow priority—WinnerDetail
BudgetHigh priority—WinnerDetail
Support ChannelMedium priority—WinnerDetail
IntegrationsMedium priority—WinnerDetail
Trial PeriodLow priorityTiedTiedDetail

Average Rating

High priority

While considering user reviews, take note of the average ratings for Glood Product Recommendations and LimeSpot AI Bundles & Upsells. These ratings reflect users' overall satisfaction and can provide valuable insights into the reliability and effectiveness of each app. In this case, Glood Product Recommendations holds an average rating of 4.7 stars, whereas LimeSpot AI Bundles & Upsells has 4.6 star ratings.

🥇 Winner: Glood Product Recommendations🥈 Runner Up: LimeSpot AI Bundles & Upsells
For complete details, see the Ratings and Reviews section.

Total Reviews

High priority

Consider the total number of reviews Glood Product Recommendations and LimeSpot AI Bundles & Upsells have received. A higher number of reviews generally indicates a larger user base and more feedback, which can provide additional insights into the app's performance and user experience. Here, Glood Product Recommendations has received a total of 122 reviews and LimeSpot AI Bundles & Upsells has 506 reviews.

🥇 Winner: LimeSpot AI Bundles & Upsells🥈 Runner Up: Glood Product Recommendations
For complete details, see the Ratings and Reviews section.

Launch Date

Low priority

While not a direct measure of quality, consider the launch date of each app - Glood Product Recommendations and LimeSpot AI Bundles & Upsells to gain some context. A more established app brings years of experience and refinement to the table, but it's important to balance this factor with the app's average rating and total reviews. Glood Product Recommendations and LimeSpot AI Bundles & Upsells were launched on Jun 14, 2019 and Jan 6, 2015 respectively.

🥇 Winner: LimeSpot AI Bundles & Upsells🥈 Runner Up: Glood Product Recommendations
For complete details, see the Overview of the Apps section.

Budget

High priority

Take the time to analyze your specific needs, budget for the same, and long-term goals to decide which plan fits your requirements. Here, Glood Product Recommendations offers 4 pricing plans (1 free plan, 3 paid plans) with an average plan price of $97.49. LimeSpot AI Bundles & Upsells, on the other hand, has a total of 3 pricing plans (1 free plan, 2 paid plans) with an average plan price of $20.00.

🥇 Winner: LimeSpot AI Bundles & Upsells🥈 Runner Up: Glood Product Recommendations
For complete details, see the Pricing Details section.

Support Channel

Medium priority

Both Glood Product Recommendations and LimeSpot AI Bundles & Upsells provide customer support through various channels, such as email, live chat, FAQs section, or phone. A higher number of support channels indicates better accessibility and assistance, ensuring timely help whenever you need it. Here, the two apps offer the following support channels:

Glood Product Recommendations2 support options
LimeSpot AI Bundles & Upsells3 support options
🥇 Winner: LimeSpot AI Bundles & Upsells🥈 Runner Up: Glood Product Recommendations
For complete details, see the Support section.

Integrations

Medium priority

Evaluate the integration capabilities of Glood Product Recommendations and LimeSpot AI Bundles & Upsells. Consider the number and variety of integration options they offer with other tools and services - more integration options can provide flexibility and streamline your workflows. Both apps offer various integration options with popular Shopify tools and services.

Glood Product Recommendations8 integrations
LimeSpot AI Bundles & Upsells9 integrations
🥇 Winner: LimeSpot AI Bundles & Upsells🥈 Runner Up: Glood Product Recommendations
For complete details, see the Integrations section.

Trial Period

Low priority

Free trial periods allow you to explore the app's features and functionalities before committing. Glood Product Recommendations comes with a 14-day free trial period. LimeSpot AI Bundles & Upsells, on the other hand, comes with a 15-day free trial period. Take advantage of these trial periods to assess how well each app aligns with your specific business needs.

🥇 Winner: Glood Product Recommendations, LimeSpot AI Bundles & Upsells🥈 Runner Up: N/A
For complete details, see the Features section.

By comparing and weighing these factors, you can make an informed decision and determine the winner between Glood Product Recommendations and LimeSpot AI Bundles & Upsells that aligns best with your requirements and preferences for a successful Shopify app experience.

Shopify Apps Detailed Comparison: Glood Product Recommendations vs LimeSpot AI Bundles & Upsells

In this comprehensive comparison, we'll delve into the details of two Shopify apps: Glood Product Recommendations and LimeSpot AI Bundles & Upsells. Whether you're seeking to optimize marketing efforts, streamline operations, or improve customer engagement, our in-depth analysis will help you make an informed decision.

OverviewGlood Product Recommendations vs LimeSpot AI Bundles & Upsells

Let's dive into the overview of these two apps: Glood Product Recommendations and LimeSpot AI Bundles & Upsells, and uncover how these Shopify apps can elevate your online business and empower you with powerful tools and features.

Glood Product Recommendations Overview

Glood Product Recommendations is a Shopify app developed by Unknown Developer to help merchants with Promote, suggest, and recommend products to increase Average Order Value (AOV) and income. With an average rating of 4.7 stars from 122 reviews, Glood Product Recommendations is one of the top-rated Upsell and cross-sell Shopify apps.

Launch DateJun 14, 2019
PurposeIncrease conversions and average order value by displaying personalized product suggestions, upselling, and cross selling.
Pricing summaryFree plan available. Free trial available.

LimeSpot AI Bundles & Upsells Overview

LimeSpot AI Bundles & Upsells is a Shopify app developed by Unknown Developer to help merchants with AI Recommended Products, Upselling and Cross-Selling, Bundles, Similar Items. With an average rating of 4.6 stars from 506 reviews, LimeSpot AI Bundles & Upsells is one of the top-rated Upsell and cross-sell Shopify apps.

Launch DateJan 6, 2015
PurposeBoost conversions, additional sales, and average order value by offering personalized product suggestions.
Pricing summaryFree plan available. Free trial available.
Features ComparisonGlood Product Recommendations vs LimeSpot AI Bundles & Upsells

While both apps are designed to optimize your Shopify store, their intended uses may vary. Let's take a more in-depth look at each of these apps' features.

Glood Product Recommendations Features

  • Use AI to suggest personalized product recommendations based on visitor's actions.
  • Often purchased together on Product Detail Page, Cart, Mini Cart, Checkout to increase earnings.
  • Features like checkout paths, package deals, and intelligent pop-up ads.
  • Use Visual Builder to easily modify widgets and incorporate them into the theme.
  • High speed performance without impacting your theme, with dedicated setup support.

LimeSpot AI Bundles & Upsells Features

  • Add product suggestions on all pages including the shopping cart, checkout, and thank you pages.
  • Make groups based on shopping habits, recommendations, and location, among other things.
  • Show personalized content in real-time for various audiences during sessions.
  • Use automation to promote products and encourage customers to buy related items.
  • Test any personalized feature on your site using split or multivariate methods.
Pricing PlansGlood Product Recommendations vs LimeSpot AI Bundles & Upsells

There are tons of Shopify apps for small businesses and enterprises alike. From Glood Product Recommendations to LimeSpot AI Bundles & Upsells, each offers a range of pricing packages to accommodate different business needs.

Let's see how the prices of Glood Product Recommendations and LimeSpot AI Bundles & Upsells measure up.

Glood Product Recommendations Pricing Details

Glood Product Recommendations has 4 pricing plans: 1 free and 3 paid. The paid plans cost $19.99/ month, $69.99/ month, $299.99/ month and come with a 14-day free trial period.

100% FREE FOREVER
$0 /month
  • Recently Launched
  • Recently Viewed
  • Trending
  • Bestseller
  • Visual Editor & Customizations
BASIC
$19.99 /month
  • All Features in FREE plan
  • Personalized Recommendations
  • Similar Products
  • Bought Together
  • Mini Cart Recommendations
PRO
$69.99 /month
  • All Features in BASIC plan
  • Product Bundles
  • Rule Based Recommendations
  • Custom Templates
  • 100,000 Widget Displays
Plus
$299.99 /month
  • All Features in PRO plan
  • A/B Testing
  • Checkout Upsell
  • Custom Templates
  • Developer API

LimeSpot AI Bundles & Upsells Pricing Details

LimeSpot AI Bundles & Upsells has 3 pricing plans: 1 free and 2 paid. The paid plans cost $9.99/ month, $50/ month and come with a 15-day free trial period.

LimeSpot Turbo *
$0 /month
  • - Everything in LimeSpot Turbo
  • - Free for up to 10 orders/mo
  • - Standard Turbo fees after 10 orders/mo
  • - Available for Dev stores
  • * Not compatible with Shopify Plus
LimeSpot Turbo *
$9.99 /month
  • - Unlimited recommendations on all pages
  • - Bundles, Freq bought together, Offers
  • - Manual & automatic up/cross-sells
  • - Checkout ext. & Post-purchase offers
  • - Sale funnel optimization & messaging
LimeSpot Max
$50 /month
  • Everything included in Turbo +
  • - Audience segmentation & Journey funnel
  • - Personalized bundle discounts & offers
  • - Smart Collections, Images & HTML
  • - Email & SMS personalization

Install in your Shopify store We pass your name, email and store domain to the Glood.AI team so they can help install and configure the app on your store.

User RatingsGlood Product Recommendations vs LimeSpot AI Bundles & Upsells

User feedback and reviews play a crucial role in assessing the quality and effectiveness of any Shopify app. Let's take a closer look at what users are saying about Glood Product Recommendations and LimeSpot AI Bundles & Upsells.

Glood Product Recommendations Ratings

Glood Product Recommendations has garnered an overall rating of 4.7 stars from a total of 122 reviews on the Shopify app store.

4.7★★★★★| 122 reviews

Of the total reviews, 94% are positive, 6% are neutral, and 6% are negative.

✨ AI Summary of Glood Product Recommendations Reviews

The app is a Shopify product recommendation tool designed to enhance customer experience and boost conversions through personalized suggestions, cross-selling, and upselling. It offers a range of features, including AI-driven and manual product recommendations, customizable widgets, and support for multiple placements (e.g., product pages, cart pages). Strengths include highly responsive and proactive customer support, often resolving issues quickly and assisting with theme integration and CSS customization. The app is praised for its flexibility, ease of use, and ability to increase average order value (AOV) and revenue. However, some limitations include occasional technical issues, such as widget rendering errors leading to unexpected usage costs, delays in resolving complex customizations, and inconsistencies in AI-driven recommendations. A few users reported billing discrepancies and unmet expectations regarding advanced features like bundle-level discounts. Despite these drawbacks, the app is widely regarded as a valuable solution for merchants seeking to optimize product recommendations, particularly due to its strong support and customization capabilities.

LimeSpot AI Bundles & Upsells Ratings

LimeSpot AI Bundles & Upsells has garnered an overall rating of 4.6 stars from a total of 506 reviews on the Shopify app store.

4.6★★★★★| 506 reviews

Of the total reviews, 92% are positive, 8% are neutral, and 8% are negative.

✨ AI Summary of LimeSpot AI Bundles & Upsells Reviews

The app is a Shopify product recommendation and merchandising tool designed to enhance sales through dynamic product displays, upselling, and cross-selling. Its key features include intelligent product recommendations, "most popular items," "recently viewed," and related product suggestions, all customizable to align with store themes and marketing strategies. The app integrates seamlessly with Shopify, offering automated and manual recommendation options to showcase diverse products, improve customer engagement, and increase average order value. Strengths include its sophisticated recommendation algorithms, ease of use for basic setups, and highly responsive customer support, which assists with customization and troubleshooting. However, advanced configurations may require technical expertise, and some users report pricing concerns, billing inconsistencies, or occasional bugs in recommendation accuracy. Despite these limitations, the app is widely regarded for its ability to boost sales and its exceptional support, making it a popular choice for Shopify store owners.

Pros and ConsGlood Product Recommendations vs LimeSpot AI Bundles & Upsells

Let's explore the pros and cons of Glood Product Recommendations and LimeSpot AI Bundles & Upsells to better understand their strengths and limitations.

Glood Product Recommendations Pros and Cons

Pros
  • Highly responsive and personalized assistance, often praised for quick resolutions and professionalism.
  • AI-driven and manual recommendations significantly enhance user experience and boost sales.
  • Extensive options to tailor widgets and features to match store themes and branding.
  • Easy setup and intuitive navigation, making it accessible for non-technical users.
  • Many users report measurable improvements in conversion rates and average order value.
  • Offers diverse recommendation types (e.g., "Frequently Bought Together," "Similar Products") across pages.
  • Users appreciate the robust features available even in the free tier.
  • Widgets seamlessly blend with store aesthetics without requiring extensive coding.
  • Consistently stable functionality with minimal errors reported.
Cons
  • Some users faced unexpected charges or confusion over billing tiers.
  • A few users noted the AI recommendations lacked depth (e.g., no image-based suggestions).
  • Occasional issues with widget rendering or CSS adjustments not applying correctly.
  • Free plan users found quotas insufficient for high-traffic stores, leading to unplanned upgrades.

LimeSpot AI Bundles & Upsells Pros and Cons

Pros
  • Dynamic and intelligent suggestions boost sales and product visibility.
  • Easy setup and smooth compatibility with Shopify themes.
  • Quick, responsive, and highly personalized assistance.
  • Flexible settings to tailor product displays and promotions.
  • Significant revenue increases reported shortly after installation.
  • Intuitive design with minimal technical expertise required.
  • Advanced features to enhance average order value.
  • Consistent functionality without major disruptions.
  • Enhances store aesthetics with polished product displays.
  • Clear metrics to track performance and sales impact.
Cons
  • Pricing structure criticized as expensive, especially for larger stores.
  • Reports of unclear or unexpected charges.
  • Occasional bugs, such as incorrect product links or 404 errors.
  • Some users questioned the accuracy of analytics.
Featured IntegrationsGlood Product Recommendations vs LimeSpot AI Bundles & Upsells

Seamless integration with other tools and platforms is crucial for maximizing the functionality and efficiency of your Shopify store. Let's explore the integration capabilities of Glood Product Recommendations and LimeSpot AI Bundles & Upsells, and see how effortlessly these apps can enhance your store operations.

Glood Product Recommendations Integrations

Glood Product Recommendations offers a wide range of integration options, allowing you to connect with popular third-party tools and services seamlessly. The developer has provided an extensive list of integration tools:

CheckoutCustomer accountsShopify AdminJudge.MeKlaviyoLoox - Photo ReviewsMailchimpReConvert

LimeSpot AI Bundles & Upsells Integrations

LimeSpot AI Bundles & Upsells offers a wide range of integration options, allowing you to connect with popular third-party tools and services seamlessly. The developer has provided an extensive list of integration tools:

CheckoutCustomer accountsShopify AdminKlaviyoLoyaltyLionOkendoOmnisendSMSBumpYotpo
SupportGlood Product Recommendations vs LimeSpot AI Bundles & Upsells

The support team plays a vital role in resolving queries, offering guidance, and addressing concerns related to Glood Product Recommendations and LimeSpot AI Bundles & Upsells. Their expertise and responsiveness are key considerations for ensuring a seamless app experience.

Glood Product Recommendations User Support

For any inquiries or assistance regarding Glood Product Recommendations, their dedicated support team is here to assist you. You can reach out to them via email at [email protected].

LimeSpot AI Bundles & Upsells User Support

For any inquiries or assistance regarding LimeSpot AI Bundles & Upsells, their dedicated support team is here to assist you. You can reach out to them via email at [email protected]. To address common concerns, LimeSpot AI Bundles & Upsells offers an extensive FAQ section on its website, providing helpful information and troubleshooting tips.

Need assistance in choosing the right app for your store?

Trust ShopDigest to provide the expertise and support you need to make the most of your chosen Shopify app.

1

Send your details

Your name, email and store domain go straight to the Glood.AI team.

2

The developer gets in touch

Glood.AI contacts you directly to arrange setup for your store.

3

Install at your own pace

Perfect your store’s functionality without the pressure to move on until you’re ready.

Install in your Shopify store We pass your name, email and store domain to the Glood.AI team so they can help install and configure the app on your store.

FAQs for Glood Product Recommendations and LimeSpot AI Bundles & Upsells

1. What is the key difference between these Shopify apps: Glood Product Recommendations and LimeSpot AI Bundles & Upsells?

When comparing various Shopify apps, their main objective sets them apart. Glood Product Recommendations is designed to help merchants with Promote, suggest, and recommend products to increase Average Order Value (AOV) and income.. On the other hand, LimeSpot AI Bundles & Upsells focuses on AI Recommended Products, Upselling and Cross-Selling, Bundles, Similar Items. Assessing these differences will help you determine which app aligns best with your unique business needs.

2. Which app between Glood Product Recommendations and LimeSpot AI Bundles & Upsells offers free pricing plan options for Shopify merchants?

Glood Product Recommendations has 1 free plan. LimeSpot AI Bundles & Upsells has 1 free plan.

3. What are the pricing plans for Glood Product Recommendations and LimeSpot AI Bundles & Upsells?

While the specific pricing plans may vary for each app, here's a general breakdown:

Glood Product Recommendations offers a total of 4 pricing plans: 1 free plan and 3 paid plans. Paid plan costs: $19.99/ month, $69.99/ month, $299.99/ month. Free plan cost: Free.

LimeSpot AI Bundles & Upsells offers a total of 3 pricing plans: 1 free plan and 2 paid plans. Paid plan costs: $9.99/ month, $50/ month. Free plan cost: Free.

4. Is there a free trial available for Glood Product Recommendations and LimeSpot AI Bundles & Upsells?

Glood Product Recommendations comes with a 14-day free trial period. LimeSpot AI Bundles & Upsells, on the other hand, comes with a 15-day free trial period.

5. What are the integration options available for Glood Product Recommendations and LimeSpot AI Bundles & Upsells?

Glood Product Recommendations: Checkout, Customer accounts, Shopify Admin, Judge.Me, Klaviyo, Loox - Photo Reviews, Mailchimp, ReConvert.

LimeSpot AI Bundles & Upsells: Checkout, Customer accounts, Shopify Admin, Klaviyo, LoyaltyLion, Okendo, Omnisend, SMSBump, Yotpo.

6. What are the support options available for Glood Product Recommendations and LimeSpot AI Bundles & Upsells?

Glood Product Recommendations · Email: [email protected] · Website: https://glood.ai/

LimeSpot AI Bundles & Upsells · Email: [email protected] · Website: https://limespot.com · FAQ: https://support.limespot.com/turbo/en/collections/10928251-frequently-asked-questions

7. Are Glood Product Recommendations and LimeSpot AI Bundles & Upsells compatible with my Shopify theme?

Generally, Glood Product Recommendations and LimeSpot AI Bundles & Upsells are designed to be compatible with most Shopify themes. However, it is always advisable to review the app documentation or contact the app's support team to ensure seamless integration with your specific theme.

8. Which app between Glood Product Recommendations and LimeSpot AI Bundles & Upsells is better?

Determining which app between Glood Product Recommendations and LimeSpot AI Bundles & Upsells is better depends on your specific business requirements. It is recommended to thoroughly evaluate each app based on various factors such as customer reviews, support, integrations, and functionalities to make an informed decision that aligns best with your unique requirements.

Most popular

Most popular Shopify apps on the market

Install in your Shopify store We pass your name, email and store domain to the Glood.AI team so they can help install and configure the app on your store.

.myshopify.com

Compared in this guide

Glood Product Recommendations
4.7 ★ · 122 reviews · Free plan
LimeSpot AI Bundles & Upsells
4.6 ★ · 506 reviews · Free plan
Install Glood Product RecommendationsView full app detail

Verdict at a glance

LimeSpot AI Bundles & Upsells takes 5 of the 7 comparison factors, including total reviews, track record and budget. Glood Product Recommendations leads on rating.

🥇 Winner: LimeSpot AI Bundles & Upsells🥈 Runner Up: Glood Product Recommendations
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