
Grubhub - Detailed Review
Food Tools

Grubhub - Product Overview
Grubhub Overview
Grubhub is a leading online and mobile food ordering and delivery platform that connects customers with local restaurants. Here’s a brief overview of its primary function, target audience, and key features:
Primary Function
Grubhub’s main function is to manage the end-to-end process of food ordering and delivery. It allows customers to browse and order food from a vast network of local restaurants, with the option to have their meals delivered to their doorstep or picked up from the restaurant.
Target Audience
Grubhub serves a diverse customer base, including:
- Millennials: Busy individuals who rely on technology for convenience.
- Working Professionals: Those who need quick and easy meal solutions.
- Students: College students and young adults seeking affordable and convenient food options.
- Families: Families with busy schedules looking for hassle-free meal solutions.
- Food Enthusiasts: Customers passionate about exploring different cuisines.
Key Features
- User-Friendly Interface: Grubhub offers an easy-to-use online and mobile platform where customers can enter their location to find nearby restaurants and browse their menus.
- Wide Restaurant Network: With over 320,000 restaurant partners across more than 4,000 U.S. cities, Grubhub provides a broad range of dining options.
- Delivery and Pickup Options: Customers can choose between delivery and pickup, with real-time updates on the status of their orders.
- Grubhub Membership: This membership offers benefits such as unlimited $0 delivery fees on orders of $12 or more, along with exclusive perks from participating restaurants.
- Community Engagement: Grubhub engages with its community through initiatives like the Tastemakers program, which encourages user-generated content and social sharing to drive brand advocacy and conversion.
By providing a convenient, diverse, and user-friendly food ordering and delivery service, Grubhub has established itself as a trusted and reliable choice for both consumers and local restaurants.

Grubhub - User Interface and Experience
User Interface of Grubhub
The user interface of Grubhub, particularly in its AI-driven features, is designed to be intuitive and user-friendly, enhancing the overall user experience.
Homepage Personalization
Grubhub’s app homepage now features over 30 personalized recommendation carousels. These carousels are customized based on various factors such as the user’s favorite cuisine, items similar to their most ordered items, new nearby merchants, and merchants with estimated delivery times of 30 minutes or less. The recommendations are selected using historical click-through and conversion rates, as well as considerations like the user’s status (new or returning), time of day, day of the week, and location. This personalization helps users quickly find what they are looking for, increasing the likelihood of placing an order.
Wallet Feature
The Grubhub Wallet is a new feature that allows users to view all their credits in one place. This includes gift cards, Care concessions, Grubhub credit, and other forms of credit. The Wallet is accessible on the app’s homepage, making it easy for users to see their available credits before placing an order. Since its launch, Grubhub has seen higher utilization of all credit types.
Add-On Recommendations
At the checkout stage, Grubhub introduces ‘You might also like’ suggestions on the cart screen. These recommendations are based on user feedback and encourage users to try new items while confirming their order details. This feature is aimed at enhancing the user experience by suggesting relevant items that might interest them.
Priority Delivery
Grubhub has also introduced Priority Delivery, which allows users to receive their orders more quickly. This feature is part of the company’s effort to provide speed and convenience. Users can request redelivery or a full refund without needing to interact with an agent, making the process automated and user-friendly.
AI Chatbot Support
While not directly part of the consumer app interface, Grubhub’s AI Chatbot is a significant development for the platform. This chatbot uses advanced AI technologies like ChatGPT and natural language understanding to provide personalized support to food industry businesses. Although this feature is more geared towards businesses, it indirectly enhances the user experience by improving operational efficiency and customer support.
Ease of Use
The interface is streamlined to make ordering food easier and faster. Features like personalized recommendations and the Wallet simplify the process of finding and ordering food, reducing the time and effort required. The app’s design ensures that users can quickly access the information they need, whether it’s checking credits or finding nearby restaurants.
Overall User Experience
The overall user experience on Grubhub is enhanced through these new features. The app is designed to be user-friendly, with clear and relevant recommendations, easy access to credits, and faster delivery options. These improvements aim to make ordering food more enjoyable and convenient, aligning with Grubhub’s goal of keeping its product ahead of user expectations.

Grubhub - Key Features and Functionality
Grubhub Features Overview
Grubhub, a leading food delivery platform, has integrated several key features and AI-driven functionalities to enhance the user experience and streamline operations. Here are the main features and how they work:Homepage Personalization
Grubhub uses AI to personalize the homepage with over 30 recommendation carousels. These carousels are customized based on historical click-through and conversion rates, taking into account factors such as the user’s order history, favorite cuisine, new nearby merchants, and more. For example, users might see recommendations for merchants with delivery times of 30 minutes or less, or items similar to their most frequently ordered dishes. This personalization increases the likelihood of users placing orders and enhances their overall experience.Wallet Feature
The Wallet feature is an informational component that displays all the credits a user has, including gift cards, Grubhub credits, and other forms of credit. This makes it easier for users to keep track of their available credits before placing an order. Since its launch, Grubhub has seen higher utilization across all credit types, indicating better user engagement and convenience.Add-On Recommendations at Checkout
Grubhub’s AI-driven system suggests additional menu items at the checkout stage with the ‘You might also like’ feature. This is based on user feedback and aims to encourage users to try new items or add complementary foods to their orders. For instance, it might suggest adding fries to a burger or a dipping sauce for nuggets. This feature enhances the ordering process by making relevant recommendations that users appreciate.Priority Delivery
Priority Delivery is a feature that allows users to receive their orders more quickly. Grubhub members can access this feature at a lower cost or even at no extra cost for a limited time, depending on the location and availability of Grubhub’s delivery network. This feature leverages AI to optimize delivery times and ensure faster service, which is a key benefit for users who value speed and convenience.Live Activity Tracking
Grubhub has introduced Live Activity Tracking for iOS users, enabling them to monitor their order status and estimated delivery time directly from their home and lock screens. This feature eliminates the need to wait for push notifications or constantly check the app, providing real-time updates and enhancing user satisfaction.Self-Service Order Not Received
This feature allows users to automatically report and resolve issues related to not receiving their orders by visiting Grubhub’s help page. This streamlined process reduces friction and improves customer support, ensuring that users can quickly address any issues that arise during the delivery process.Integration with Olo Dispatch
Grubhub has expanded its partnership with Olo to integrate Olo Dispatch, which enables restaurants to outsource delivery for orders placed through their own websites and apps. This integration uses AI-driven automated matching technology to select the optimal delivery service providers based on price, timing, and availability. This helps restaurants manage delivery operations more efficiently, reduce costs, and maintain direct customer relationships while leveraging Grubhub’s delivery network.AI in Operations and Recommendations
Grubhub’s system uses AI to analyze data and offer personalized recommendations based on order history and customer preferences. This includes analyzing sales data, employee hours, and individual performance to recommend staffing levels and identify opportunities for training and improvement. The AI also helps in delivering compelling promotions and making data-driven decisions to enhance the overall experience for both users and restaurants. These features collectively enhance the user experience, streamline restaurant operations, and leverage AI to provide a more personalized, efficient, and convenient food delivery service.
Grubhub - Performance and Accuracy
Performance and Accuracy of Grubhub’s AI-Driven Products
When evaluating the performance and accuracy of Grubhub’s AI-driven products, several key points and areas for improvement emerge.
Order Accuracy
Grubhub places a significant emphasis on order accuracy, which is crucial for customer satisfaction. The platform defines order accuracy as ensuring that orders include all requested ingredients, dishes, utensils, and are fulfilled to the right customer.
- To improve order accuracy, Grubhub suggests including detailed descriptions in menus, triple-checking orders for accuracy and special instructions, and regularly updating menus for out-of-stock items.
- Despite these efforts, there is still room for improvement, particularly in ensuring that AI systems accurately interpret and process customer requests.
Inventory and Order Management
AI at Grubhub helps in reducing food waste and improving ordering and inventory management. By tracking stock and improving order accuracy, restaurants can optimize their operations and cut costs associated with labor and food waste.
- However, the implementation and maintenance of these AI systems can be costly and time-consuming, which may be a barrier for some restaurants.
Forecasting Order Volume
Grubhub uses advanced AI algorithms to forecast order volume at scale. This involves computing historic feature sets for each region and validating forecasts through multiple checks to ensure accuracy and detect anomalies.
- While this system is computationally intensive, it helps in managing order volume effectively, especially during peak times or holidays.
Limitations and Areas for Improvement
One significant limitation is the potential for inaccuracies in AI-generated content. For instance, AI image generators used in food delivery apps can sometimes misrepresent menu items, which can erode customer trust and lead to legal issues, as seen in cases involving Uber Eats and other food delivery platforms.
- Ensuring the accuracy of AI-generated images and maintaining transparency are critical to avoid such issues. Platforms like DoorDash strictly prohibit the use of AI-generated images that do not accurately represent the menu items.
Customer Support and Personalized Recommendations
Grubhub and similar platforms leverage AI for customer support through chatbots and personalized recommendations. These tools can automate routine tasks, provide customer support, and offer personalized content based on user preferences.
- However, these systems require continuous improvement and fine-tuning to ensure they meet customer expectations and maintain high levels of accuracy.
Privacy and Security Concerns
The use of AI in Grubhub also raises privacy and security concerns, particularly related to the storage and use of customer data. Ensuring that this data is protected and used ethically is essential for maintaining customer trust.
Conclusion
In summary, while Grubhub’s AI-driven products enhance various aspects of the food delivery experience, such as order accuracy, inventory management, and customer support, there are clear areas for improvement. Addressing the accuracy of AI-generated content, managing privacy and security concerns, and optimizing the cost and maintenance of AI systems are key to further enhancing performance and customer satisfaction.

Grubhub - Pricing and Plans
Grubhub Plans
Grubhub provides several plans, each with different features and fees, to cater to the diverse needs of restaurants.Grubhub Basic
- Marketing Fee: Starts at 5% (excluding delivery fees).
- Features: Includes account support, a free welcome kit, a free menu item photoshoot, consultation services, a free Grubhub tablet, and point-of-sale (POS) integration. This plan covers the essential features needed to get started on the Grubhub platform.
Grubhub Plus
- Marketing Fee: Starts at 10% (excluding delivery fees).
- Features: Includes all the features from the Basic plan, plus additional exposure on the Grubhub app and website. Restaurants also gain access to Grubhub diners, a community of high-frequency customers, which can help drive more orders and grow the business. Diners benefit from lower delivery fees.
Grubhub Premium
- Marketing Fee: Starts at 15% (excluding delivery fees).
- Features: Includes all the features from the Plus plan, along with additional access to promotion and loyalty tools. Restaurants can respond to ratings and reviews to engage with customers better. Diners pay the lowest delivery fee available on every order. There is also an option for a Sponsored Listing, which includes email blasts and top-three spots on Grubhub Marketplace for an additional 5% commission fee.
Delivery Options and Fees
Grubhub offers several delivery solutions:- Self-Delivery: No delivery fees; restaurants use their own delivery driver fleet.
- Grubhub Delivery: A 10% delivery fee; Grubhub’s professional delivery drivers handle the logistics.
- Grubhub Supplemental Delivery: Pay only when using Grubhub’s drivers, typically for orders beyond the restaurant’s current delivery boundaries or during busy times.
Additional Fees
- Processing Fee: 3.05% plus 30 cents per prepaid transaction.
- Tablet Rental Fee: Not mentioned as a separate fee; the tablet is included in the Basic plan.
Free Options
- Grubhub Direct: Allows restaurants to build a custom online ordering site at no additional cost, including no setup, hosting, or service fees. Restaurants only pay the standard processing fee and any applicable delivery fees.
Amazon Prime Integration
For Amazon Prime members, there is an integrated benefit:- Free Grubhub : Amazon Prime members get Grubhub benefits, including $0 delivery fees and lower service fees on eligible orders, without any additional Grubhub membership fees.

Grubhub - Integration and Compatibility
Grubhub Integration Overview
Grubhub’s integration with other tools and its compatibility across various platforms and devices are key aspects of its functionality and user experience.Point-of-Sale (POS) Integrations
Grubhub integrates seamlessly with several popular POS systems, such as Shift4’s SkyTab, Clover, and others. These integrations allow restaurants to manage their orders, menus, and operations more efficiently. For instance, when a restaurant updates its menu on the SkyTab POS, these changes are automatically reflected on Grubhub in real-time.Real-Time Menu Updates and Order Management
With these integrations, orders from Grubhub are sent directly to the restaurant’s kitchen through the POS system, eliminating the need for additional tablets or manual order management. This setup reduces human errors, simplifies order throughput, and minimizes the need for employee training.Cross-Platform Compatibility
Grubhub’s services are available across multiple platforms, including desktop and mobile devices. This ensures that both customers and restaurant staff can access and manage orders, menus, and other information without any interruptions, regardless of the device they use.AI-Powered Chatbot Integration
Grubhub has also introduced an AI chatbot that leverages advanced AI technologies like ChatGPT, LLMs, and natural language understanding. This chatbot provides personalized support to food industry businesses, vendors, and employees, and is accessible on both desktop and mobile devices.Seamless Onboarding and Setup
The integration process is relatively straightforward. For example, restaurants using Clover POS can enable the Grubhub integration directly through the Clover dashboard. New restaurants can even sign up for a 30-day free trial through this process.Benefits of Integration
These integrations offer several benefits, including increased efficiency, fewer human errors, simplified order management, and better menu management. They also provide restaurants with more visibility and access to a larger customer base, as Grubhub has over 31 million customers nationwide.Conclusion
In summary, Grubhub’s integrations with POS systems, AI chatbots, and its cross-platform compatibility make it a versatile and efficient tool for managing restaurant operations, enhancing customer service, and streamlining business processes.
Grubhub - Customer Support and Resources
Customer Support Options
Grubhub provides multiple channels for customers to seek assistance and resolve any issues they may encounter. Here are the key support options:Live Chat
If you have an issue with your order, you can easily access the live chat feature through the Grubhub app. Simply go to the “account” section, tap “help,” select the order with the issue, and report the problem. This will direct you to the online chat where you can communicate with a customer service agent.
Phone Support
In addition to live chat, Grubhub also offers phone support for those who prefer to resolve issues over a call.
Email Support
Customers can also reach out via email for any inquiries or issues they might have.
Additional Resources
Grubhub has several resources in place to support both customers and restaurants:Help Center
Grubhub has a detailed Help Center that provides answers to frequently asked questions and guides on how to use the platform. This is accessible through the Grubhub Marketplace account.
On-Time Delivery Guarantee
If your order doesn’t arrive on time, Grubhub offers a guarantee where you can report the issue and receive a promotional code for your next order.
Contact-Free Delivery
To ensure safety, Grubhub offers contact-free delivery options where the driver will drop off your food at a designated safe area, and you will be notified via text or call.
Grubhub Guarantee
If your order does not meet Grubhub’s standards, you can file a claim, and most issues are resolved within 24 hours.
Resources for Restaurants
For restaurants partnered with Grubhub, there are several additional resources available:Direct Order Toolkit
This toolkit includes a Direct Order Link, Button, and QR Code that allow restaurants to direct customers to their Grubhub menu without incurring marketing fees. These tools can be used on social media, marketing emails, and other channels.
Grubhub Marketplace Support
Restaurants can access the Help Center through their Grubhub Marketplace account to learn how to update menus, adjust hours, and more. The Grubhub Restaurant Care team is also available for additional assistance.
Grubhub Product Guide
This guide provides detailed information on Grubhub’s product suite, including Grubhub Marketplace, Grubhub Direct, and flexible delivery services. It helps restaurants understand how to grow their business using Grubhub’s solutions.
These resources and support options are designed to ensure that both customers and restaurants have a positive and hassle-free experience with Grubhub.

Grubhub - Pros and Cons
Grubhub: Advantages and Disadvantages
Advantages
- Diverse Restaurant Options: Grubhub boasts an extensive network of restaurant partnerships, offering users a wide array of dining choices.
- Transparent Pricing: Grubhub is known for its clear and transparent pricing, ensuring users are aware of item costs, taxes, and delivery fees during the ordering process.
- Refined Search Filters: The app allows users to refine their search based on cuisine, ratings, and delivery time, making the ordering experience more personalized and efficient.
- AI-Powered Features: Grubhub uses AI technology, such as natural language processing, to provide personalized recommendations for restaurants and dishes. It also incorporates features like Amazon’s Just Walk Out Technology on some campuses, enhancing the user experience.
- Consumer-Friendly Features: Recent updates include customized offer carousels, a centralized wallet feature, and suggested additions to orders at checkout, which can help drive incremental sales for partner restaurants and improve the overall user experience.
- Guaranteed Minimum Hourly Income: For drivers, Grubhub offers a guaranteed minimum hourly income, which helps during slow periods.
Disadvantages
- Slightly Higher Fees: Grubhub tends to have slightly higher fees compared to some competitors, which can impact the overall cost of orders.
- Limited Real-Time Tracking: Some users have noted limited real-time tracking of deliveries, causing uncertainty about the delivery status.
- Restaurant Wait Times: Drivers often experience long wait times at restaurants, with some orders having wait times of 60 minutes or more. This can be frustrating and inefficient.
- Clunky App Interface: The Grubhub app is described as clunky with many in-app steps, which can make the delivery process more cumbersome for drivers.
- Customer Scams: Drivers may encounter customers who scam them by promising a cash tip but not following through, leaving drivers with only the delivery fee.
- Late Requests and Cancellations: Drivers may receive late requests that are already overdue due to previous driver cancellations or delays, leading to wasted time, gas, and potential order cancellations.
- Scheduling Issues: Non-premier drivers often get last dibs on scheduling, which can limit their flexibility and control over their work hours.
These points highlight the key pros and cons of using Grubhub, helping you make an informed decision based on your specific needs and preferences.

Grubhub - Comparison with Competitors
Comparing Grubhub to Competitors
When comparing Grubhub to its competitors in the food delivery and AI-driven product category, several key points and unique features come to the forefront.AI-Powered Customer Support
Grubhub has recently introduced an AI chatbot that leverages advanced AI technologies like ChatGPT, LLMs, and natural language understanding to provide personalized, contextually relevant assistance. This chatbot can support customers, vendors, and employees around the clock, reducing operational costs and enhancing customer satisfaction.Competitors’ AI Capabilities
In contrast, while other platforms like DoorDash and Uber Eats also use AI, their primary focus is on optimizing delivery logistics and personalizing the ordering experience. For example, DoorDash uses AI to offer personalized recommendations and track orders, but it does not have a dedicated AI chatbot for comprehensive support like Grubhub’s.Consumer-Facing Features
Grubhub has introduced several new consumer-facing features aimed at improving the user experience. These include customized offer carousels based on historical click-through and conversion rates, a centralized wallet feature to track gift cards and credits, and suggested additions to orders at checkout. Additionally, Grubhub offers a $2.49 priority delivery feature and live activity tracking on its iOS app.Market Share and Competitor Features
Despite these features, Grubhub faces stiff competition from DoorDash and Uber Eats. DoorDash leads the market with a significant share, offering features like multiple carts, delivery tracking, and a store rewards program. Uber Eats has also updated its tools with features such as Uber One for students and more thorough allergy disclosures.Unique Selling Points
Grubhub
The AI chatbot is a standout feature, providing 24/7 support and automating routine tasks. Grubhub’s integration with Amazon, offering Prime subscribers access to Grubhub for free, is another unique advantage.DoorDash
Known for its extensive selection of restaurants and grocery stores, DoorDash operates in over 850 cities and offers features like multiple carts and a store rewards program. It also has a strong logistics handling system.Uber Eats
Uber Eats has a wide reach and offers features like Uber One for students and enhanced allergy disclosures. It also integrates well with the broader Uber ecosystem.Alternatives and Competitors
Other notable competitors include Chowbus, which specializes in Asian food and offers a point-of-sale system for Asian restaurants, and Slice, which provides technology and data insights to help independent pizza restaurants.Conclusion
In summary, while Grubhub’s AI chatbot and new consumer-facing features are significant advancements, the platform still trails behind DoorDash and Uber Eats in terms of market share. Each competitor has its unique strengths, and the choice between them often depends on specific user preferences and needs.
Grubhub - Frequently Asked Questions
Frequently Asked Questions about Grubhub’s AI-Driven Products and Features
How does Grubhub use AI to enhance customer support?
Grubhub’s AI Chatbot leverages advanced AI technologies like ChatGPT, large language models (LLMs), and natural language understanding to provide personalized and contextually relevant assistance. This chatbot can be integrated into a company’s website and uses the company’s unique data and knowledge base to offer high-level support and answer questions around the clock. It helps in enhancing customer engagement and satisfaction by providing instant, personalized responses.What AI tools are used in Grubhub for restaurant operations?
Grubhub and its associated technologies use various AI tools to streamline restaurant operations. These include AI-enabled self-serve kiosks that recommend menu items based on past orders and recognize customer loyalty rewards. Additionally, AI-powered inventory management systems help forecast inventory needs and ensure efficient ordering. Voice search and virtual assistants like Siri or Alexa are also integrated to simplify the ordering process. AI-driven scheduling software tracks sales data, employee hours, and performance to optimize staffing levels.How does Grubhub’s AI impact inventory management?
Grubhub’s AI technology helps restaurants with inventory management by analyzing data to forecast inventory needs, order efficiently, and ensure the right ingredients are always available. This is achieved through AI-powered inventory management systems that integrate with point-of-sales systems to improve the overall management of the business.What new consumer-facing features has Grubhub introduced using AI?
Grubhub has introduced several new consumer-facing features using AI. These include customized offer carousels on the homepage based on historical click-through and conversion rates, and suggested additions to orders at the checkout screen. The ‘You might also like’ suggestions at checkout are intended to drive incremental sales for Grubhub’s partner restaurants by acting as a form of upselling.How does Grubhub’s AI assist with food delivery and order tracking?
Grubhub uses AI to enhance the food delivery experience. For instance, the app now includes live activity tracking, allowing customers to follow the progress of their order without needing to open the app or wait for a push notification. Additionally, AI-driven systems help in managing the delivery process, including the use of self-driving delivery robots that can plan routes and verify customer identities.Can Grubhub’s AI help with customer data collection and analysis?
Yes, Grubhub’s system automatically collects and analyzes customer data, including information about orders and revenue. This data is used to provide insights through a customer insights dashboard, which helps restaurants track sales, monitor orders, and keep an eye on customer demand.How does Grubhub’s AI support vendor communication and operational efficiency in the food supply chain?
Grubhub’s AI Chatbot improves vendor communication and operational efficiency in the food supply chain by providing personalized support and automating routine tasks. This reduces operational costs and streamlines processes, making it easier for vendors and restaurants to manage their operations effectively.Are there any AI-driven features to help restaurants manage labor shortages?
Grubhub’s AI technology has the potential to address labor shortages in restaurants. For example, AI can be used in fully automated drive-throughs, automated food prep, and automated food delivery systems. AI-driven scheduling software also helps in optimizing staffing levels by tracking sales data, employee hours, and individual performance.How does Grubhub’s AI enhance the customer experience through personalization?
Grubhub’s AI enhances the customer experience by providing personalized recommendations and interactions. AI-enabled self-serve kiosks recommend menu items based on past orders, and the app suggests additional items at checkout. These features create a more convenient and personalized guest experience, improving customer satisfaction and engagement.What are the potential downsides of implementing AI in Grubhub for restaurants?
While AI offers many benefits, there are also some downsides. Implementing AI can be expensive, and it may require extra training for staff. There are also privacy and security concerns related to stored customer data. Additionally, some older guests might find the operation of AI-driven systems confusing, and maintenance can be costly and time-consuming.