
Logmeals - Detailed Review
Health Tools

Logmeals - Product Overview
LogMeal Overview
LogMeal is an innovative AI-driven product that specializes in food recognition, tracking, and nutrition analysis. Here’s a brief overview of its primary function, target audience, and key features:
Primary Function
LogMeal uses advanced deep learning algorithms to recognize over 1300 different dishes, ingredients, and their nutritional information from food images. This capability is central to its functions in food tracking, nutrition analysis, and fast restaurant checkout.
Target Audience
LogMeal serves a diverse range of users, including:
- Health-conscious individuals looking to track their food intake and nutritional consumption.
- Elderly people who need assistance with food tracking and nutrition management.
- Patients with medical conditions such as diabetes and renal disease, who require precise nutrition estimation.
- Self-service restaurants aiming to improve customer satisfaction and reduce checkout times.
Key Features
- Advanced Food Recognition: LogMeal’s AI tool can identify various dishes, ingredients, and nutritional information with high accuracy, even adapting to variations in lighting conditions and image quality.
- Nutrition Analysis: The software provides comprehensive nutritional information, helping users track their daily food intake and generate daily food logs.
- Touchless Checkout: LogMeal’s technology is integrated into touchless checkout kiosks in self-service restaurants, improving customer satisfaction and reducing waiting times.
- Customizable Solutions: The API is fully integrable with other apps, allowing for personalized and customized learning and customization. Users can modify, add, or remove ingredients and estimate food quantity from images.
- Real-Time Consumption Analysis: This feature enhances food tracking for various demographics, providing insights into common consumption patterns and user preferences.
- Flexible Pricing Model: LogMeal operates on a pay-as-you-go model, allowing users to purchase credits based on their expected usage, making it a cost-effective solution.
Overall, LogMeal is a versatile and efficient tool that leverages AI to streamline food recognition, nutrition tracking, and restaurant operations, making it a valuable asset for both individuals and businesses.

Logmeals - User Interface and Experience
User Interface of LogMeal
The user interface of LogMeal, an AI-driven health tool for food recognition and nutrition analysis, is designed to be user-friendly and intuitive, focusing on ease of use and accuracy.
Ease of Use
LogMeal’s interface is straightforward and easy to use. Users can simply photograph a dish, and the AI-powered system recognizes the food, providing immediate nutritional information and relevant metadata. This process is streamlined, allowing users to quickly track their food and beverage consumption without needing extensive technical knowledge.
Key Features
- Food Recognition: Users can take a picture of their meal, and LogMeal’s deep learning algorithm identifies the dish, ingredients, and nutritional values. This feature is highly accurate, even adapting to variations in lighting conditions and image quality.
- Nutrition Analysis: The system generates a daily food log or diary, reflecting the user’s daily intake. This includes detailed nutritional information such as calories, vitamins, and essential macronutrients, helping users track their diets accurately.
- Customizable Plans: LogMeal offers various plans (Recognise, Analyse, Monitor, Recommend, and Custom) that cater to different user needs. These plans provide features like ingredient editing, nutritional goals, and automated recipe recommendations, making the tool adaptable to various health and dietary requirements.
User Experience
The overall user experience is enhanced by several factors:
- Real-time Data: LogMeal’s API provides real-time data analysis, ensuring that users get immediate feedback on their food consumption. This real-time analysis helps in making informed decisions about dietary needs.
- User-Friendly API: The API is 100% integrable with other apps and systems, making it accessible across various devices and platforms. Detailed documentation and tutorials are available to help users navigate the system’s features easily.
- Data Analytics: The system offers powerful data analytics that provide insights into food consumption patterns, such as common consumption times and popular dishes. This helps users and professionals alike to make better decisions about their diets and menus.
Engagement
LogMeal’s user interface is designed to engage users effectively:
- Instant Feedback: Users receive instant nutritional information and metadata after photographing their meals, which encourages consistent use and engagement.
- Personalized Features: The ability to edit ingredients, track daily intake, and set nutritional goals keeps users engaged and motivated to manage their diets better.
Conclusion
In summary, LogMeal’s user interface is designed for simplicity and ease of use, providing accurate and immediate feedback that enhances the overall user experience and encourages ongoing engagement.

Logmeals - Key Features and Functionality
LogMeal Overview
LogMeal, an AI-driven product in the health tools category, offers a range of innovative features that leverage advanced artificial intelligence and deep learning algorithms to simplify and optimize meal and diet management. Here are the main features and how they work:
Advanced Food Recognition
LogMeal uses a deep learning algorithm to recognize over 1300 different dishes and ingredients with an accuracy of up to 90%. This system adapts to variations in lighting conditions and image quality, ensuring high-quality results. Users can capture images of their meals, and the application automatically identifies the foods present, including ingredients and portions.
Nutrition Analysis
The AI tool provides comprehensive nutritional information for each recognized dish, including calories, vitamins, and essential macronutrients. This feature helps health specialists, food professionals, and end-users track their food intake and make informed dietary decisions. The nutrition analysis also includes menu analysis, allowing chefs and food professionals to evaluate the nutritional values of their menus.
Food Diary Generation
LogMeal generates a daily food log or food diary based on the user’s meal images. This feature helps users accurately track their calories and nutrient intake, which is particularly useful since people often underestimate their food consumption by 20-40%.
State-of-the-art Food Segmentation
The AI system includes advanced food segmentation features that recognize individual food items, such as fruits and vegetables, and categorize them into correct food groups. This precision helps users track their consumption and dietary requirements more accurately.
Real-time Data and API Integration
LogMeal’s API offers cloud-based machine and deep learning algorithms for automated food detection. These algorithms analyze food-related information from images in real-time, providing powerful data that can be integrated into various systems, including mobile apps and websites. The API is well-documented and includes tutorials, making it easy for users to implement.
Touchless Checkout and Fast Restaurant Checkout
LogMeal’s technology is used in developing autonomous checkout devices for self-service restaurants. The AI-powered touchless checkout kiosk is 100% POS integrable, improving customer satisfaction, reducing checkout costs, and enhancing business efficiency.
Personalized Recommendations
The application adapts to individual user needs, offering personalized recommendations based on dietary preferences, health goals, and dietary restrictions. This feature helps users make healthier choices and manage their diets more effectively.
Barcode Scanning
In addition to image recognition, LogMeal allows users to scan food product barcodes for instant nutritional information, further simplifying the process of tracking daily intake.
Data Analytics
The AI tool provides insights into food consumption patterns, including common consumption times (e.g., breakfast, lunch, dinner) and popular dishes and ingredients. These analytics help food professionals make informed decisions about their menus and assist users in better managing their diets.
Conclusion
Overall, LogMeal’s integration of AI and deep learning algorithms makes it a valuable tool for health-conscious individuals, elderly people, and those with specific dietary needs such as diabetes and renal disease patients. Its features are designed to be efficient, cost-effective, and highly accurate, making it a reliable solution in the health tools AI-driven product category.

Logmeals - Performance and Accuracy
LogMeal Overview
LogMeal, a leader in AI-driven food recognition and tracking, demonstrates impressive performance and accuracy in the health tools category, particularly in nutrition and healthcare applications.Performance
LogMeal’s API is built on decades of computer vision expertise, allowing it to accurately identify and quantify over 1300 international dishes across multiple languages. Here are some key performance highlights:Food Recognition
LogMeal’s API can segment images into distinct food items, identifying categories such as prepared food, fresh produce, drinks, and sauces. It then recognizes specific dishes and estimates their quantities with high accuracy.Accuracy Rates
LogMeal’s remote solutions, such as the LogMeal API, achieve an accuracy of over 85% in food tracking. For on-site solutions like the LogMeal Kiosk, the accuracy increases to over 95%.Multiple Endpoints
The API offers various endpoints, including basic segmentation and quantity estimation, which allows for flexible integration into different application frameworks. This includes endpoints for multiple food dishes segmentation and segmentation with quantity estimation.Accuracy
The accuracy of LogMeal’s technology is a significant strength:Automated Portion Control
LogMeal’s AI technology calculates portion sizes automatically, reducing the risk of human error and making dietary records more reliable. This is crucial for nutritionists and healthcare providers who need precise data to make informed decisions.Deep Learning and Computer Vision
The system leverages deep learning and computer vision to identify and calculate portion sizes based on the food’s appearance in a picture. This ensures high accuracy in both remote and on-site applications.Continuous Improvement
The company updates its image dataset daily, which continuously refines the food detection accuracy. This ongoing improvement is supported by a large food image dataset and the publication of 25 international papers on food recognition.Limitations and Areas for Improvement
While LogMeal’s technology is highly advanced, there are some areas to consider:Dependency on Image Quality
The accuracy of the system can be affected by the quality of the images uploaded. Poorly lit, blurry, or poorly composed images might reduce the accuracy of food recognition and quantity estimation.User Training
While the system is automated, users may still need some training to ensure they take high-quality photos that the API can process accurately. This could be a minor learning curve for some users.Scalability and Cost
For extensive usage, the cost can add up since the billing model is based on base subscription pricing with additional costs for image requests exceeding the included quota. However, the company offers flexible subscription models and custom plans, which can help manage costs.Conclusion
In summary, LogMeal’s performance and accuracy in food recognition and tracking are highly commendable, making it a valuable tool for various applications in nutrition, healthcare, and the hospitality sector. However, users should be aware of the potential limitations related to image quality and the need for proper user training.
Logmeals - Pricing and Plans
Free Trial
LogMeals offers a free trial period of 10 days, allowing users to test the app’s features before committing to a subscription.Subscription Plan
After the free trial, the subscription renews at a monthly rate of $12.99.Features Included
While the specific website provided does not detail a tiered pricing structure, here are the general features you can expect from the LogMeals app:- Macro Tracking: Track your macronutrients with a single photo.
- AI Nutritionist Feedback: Get instant feedback from the AI Nutritionist.
- Food Recognition: The app recognizes the food from a photo and provides nutritional information.
- Nutritional Insights: Access detailed nutritional breakdowns, including energy, macronutrients, and other nutritional indicators.
No Tiered Plans
Based on the available information, LogMeals does not offer multiple tiers or plans; it has a single subscription plan after the free trial period. If you need more detailed features or additional functionalities, you might want to refer to other LogMeal services, such as those described in the LogMeal API plans, but these are more geared towards developers and businesses rather than individual users.
Logmeals - Integration and Compatibility
Integration Capabilities
LogMeal can be integrated with numerous services and applications through platforms like ApiX-Drive. This integration allows users to connect LogMeal with over 294 available connectors, enabling automatic data transfer between systems. Users can select the specific data to be transferred and set up auto-update features, ensuring continuous and accurate data synchronization.
API Integration
LogMeal’s API is highly versatile and can be effortlessly integrated into various systems, including mobile apps and websites. This API utilizes cloud-based Machine and Deep Learning algorithms for automated food detection, providing real-time data analysis. The API’s features are well-documented with tutorials, making it accessible for a wide range of users and developers.
Health and Fitness Applications
LogMeal integrates particularly well with health and fitness applications, such as SocialDiabetes. This integration allows users to take photos of their meals and receive detailed nutritional information, including carbohydrates, proteins, fats, and other macronutrients and micronutrients. This data is crucial for managing conditions like diabetes, enabling users to make informed decisions about their diet and treatment plans.
Healthcare and Nutrition
In the healthcare sector, LogMeal’s AI-powered food tracking can be integrated into remote tools like NutraExpert and NutraSport, as well as on-site solutions such as the LogMeal Kiosk. These integrations help healthcare professionals track food intake accurately, reducing manual work and human error. The LogMeal Kiosk, for example, achieves over 95% accuracy in food quantity tracking in environments like hospitals and care homes.
Cross-Platform Compatibility
The LogMeal app is available for both iOS and Android devices, ensuring widespread accessibility. This app allows users to take pictures of their meals, and the AI technology automatically calculates portion sizes and provides nutritional information. This cross-platform compatibility makes LogMeal a valuable tool for both individual users and healthcare professionals.
Customizable Solutions
LogMeal’s food recognition system is highly customizable, making it adaptable to various industries and contexts. It can be used in self-service restaurants, hospitals, and other healthcare environments, providing flexible and scalable solutions that meet specific needs.
Conclusion
In summary, LogMeal’s integration capabilities, API flexibility, and cross-platform compatibility make it a highly effective and versatile tool for tracking food intake and managing nutritional health across a range of applications and devices.

Logmeals - Customer Support and Resources
Based on the information available, it appears that the websites provided do not offer specific details about the customer support options and additional resources for a product called “Logmeals” from the URL you mentioned, as the URL itself is not accessible in the search results.
However, since the product in question seems to be related to food recognition and nutrition tracking, similar to the “LogMeal” product described in other sources, here is some general information that might be relevant:
Customer Support for Similar Products
For products like LogMeal, which are AI-driven and focus on food recognition and nutrition tracking, here are some common support options and resources that might be available:Technical Support
- Technical support plans are often available, which can include detailed documentation for integration and customization services.
- Users may have access to support teams through various channels such as email, phone, or support portals.
Documentation
- Comprehensive documentation is typically provided to help users integrate and use the product effectively. This can include guides, FAQs, and technical support resources.
Community Support
- Some products may offer community forums or support groups where users can interact with each other, share tips, and get help from peers.
Feedback Mechanisms
- There might be feedback mechanisms integrated into the product or support interface, allowing users to provide input on their experience and suggest improvements.
Additional Resources
- Users may have access to additional resources such as tutorials, webinars, or blog posts that provide tips on how to use the product effectively.
- Integration with other health and fitness apps or devices could also be a feature, enhancing the overall user experience.

Logmeals - Pros and Cons
Advantages of LogMeal
LogMeal, an AI-driven health tool, offers several significant advantages for users, particularly in the areas of food recognition, nutritional tracking, and convenience.Advanced Food Recognition
LogMeal uses Artificial Intelligence and Deep Learning algorithms to recognize over 1300 local and international dishes from around the globe. Users can take a picture of their meal, and the app will identify the ingredients and their standard quantities in real time.Nutritional Insights
The app provides comprehensive nutritional details, including energy, macronutrients, fiber, cholesterol, vitamins, and minerals. This helps users make informed choices for a healthier lifestyle.Adjustable Quantities
Users can adjust the quantities of ingredients in a recipe, and LogMeal dynamically recalculates all nutritional values.Food Tracking
LogMeal helps users keep track of their food intake, which is particularly beneficial for athletes, nutritionists, and individuals with specific dietary needs or restrictions.Healthcare and Diabetes Management
The app is especially useful for people with diabetes, as it integrates with self-management apps to help users count carbohydrates, proteins, and fats accurately. It also aids healthcare facilities in monitoring patient nutrition.Restaurant and Canteen Solutions
LogMeal offers a self-checkout solution for restaurants and canteens, streamlining the ordering process and providing real-time nutritional data to customers.Flexible Subscription Plans
LogMeal provides a 30-day free trial and various subscription plans, including a free basic version and a premium version with additional features. Users can upgrade or downgrade their plans as needed.Disadvantages of LogMeal
While LogMeal offers numerous benefits, there are some limitations and potential drawbacks to consider.Limited Food Database
Although LogMeal has a large food database, it may not recognize all dishes or ingredients, particularly those that are less common or from specific regional cuisines.Accuracy Issues
There could be instances where the app’s recognition and nutritional analysis may not be entirely accurate, which could be problematic for users relying on precise data.Additional Costs for Extra Images
Users may be charged for extra images used beyond the allocated limit in their subscription plan, which could add up in costs.Technical Requirements
The app requires a stable internet connection and a compatible device, which might be a barrier for some users. Overall, LogMeal is a powerful tool for managing nutrition and streamlining food-related tasks, but users should be aware of its potential limitations to ensure it meets their specific needs.
Logmeals - Comparison with Competitors
When Considering AI-Driven Health Tools
When considering AI-driven health tools like Logmeals, it’s important to compare its features and benefits with those of its competitors to make an informed decision.
Logmeals Key Features
- Logmeals, also known as threesixfive (365), allows users to log their meals by taking photos with their phone camera. The AI Nutritionist instantly estimates the calories and provides recommendations.
- Users can connect their smartwatches or fitness trackers to receive personalized recommendations based on their activity levels.
- The tool offers meal review by human nutritionists, daily weight loss progress tracking, and the ability to share meal logs with doctors or coaches.
- It also includes 1:1 video support from the founders and various pricing plans starting from $119 per month.
Competitors and Alternatives
Noom
Noom is another prominent player in the AI-driven health tools category. Here are some key differences and similarities:
- Noom introduces AI-enabled food logging features that allow users to track meals through photos, text, or voice inputs. This makes meal tracking more convenient and accurate.
- Noom also features Welli, an AI-powered personal health assistant that provides 24/7 assistance on wellness topics and complements human coaching.
- Unlike Logmeals, Noom is more integrated with GLP-1 treatment plans and offers specific support for users on weight loss medications.
Other AI Food Logging Tools
While there aren’t many tools that match Logmeals’ specific features exactly, other health apps and platforms offer similar functionalities:
Enlitic and Other Medical AI Tools
Although not directly focused on food logging, tools like Enlitic, Buoy Health, and PathAI are leading AI-based medical applications. However, they are more focused on medical image analysis, symptom checking, and pathology rather than nutrition and meal logging.
Unique Features of Logmeals
- Human Nutritionist Review: Logmeals stands out by offering meal reviews by human nutritionists, which adds a layer of personalized and expert feedback that many other apps lack.
- Integration with Wearable Devices: The ability to connect with a variety of smartwatches and fitness trackers makes it easier for users to track their activity levels and adjust their meal plans accordingly.
Potential Alternatives
If you are looking for alternatives to Logmeals, here are a few options to consider:
Noom
As mentioned, Noom offers a comprehensive approach to health and wellness, including AI-enabled food logging. It might be a better fit if you are also looking for support with weight loss medications or a more integrated health coaching experience.
General Health and Wellness Apps
Apps like MyFitnessPal or Lose It also offer meal tracking features, though they may not have the same level of AI-driven nutrition analysis or human expert review as Logmeals.
In summary, Logmeals is unique in its combination of AI-driven meal logging and human nutritionist reviews. However, if you are looking for a more integrated health and wellness platform or specific support for weight loss treatments, alternatives like Noom might be worth exploring.

Logmeals - Frequently Asked Questions
Here are some frequently asked questions about LogMeal’s AI-driven health tools, along with detailed responses:
Q: How does LogMeal’s AI food recognition work?
LogMeal’s AI food recognition uses deep learning algorithms and computer vision to identify and calculate portion sizes of food items based on their appearance in images. This technology integrates into various tools, including the LogMeal API, NutraExpert, NutraSport, and the LogMeal Kiosk, ensuring high accuracy in food tracking.
Q: What is the accuracy of LogMeal’s food quantity calculation?
LogMeal’s AI system achieves over 85% accuracy in remote solutions like the LogMeal API, NutraExpert, and NutraSport. For on-site solutions, such as the LogMeal Kiosk, the accuracy is over 95%.
Q: Can LogMeal recognize a wide variety of dishes?
Yes, LogMeal can recognize over 1300 different dishes and ingredients using its comprehensive food image dataset. This makes it a versatile tool for various industries, including healthcare, nutrition, and self-service restaurants.
Q: How does LogMeal provide nutritional information?
LogMeal’s AI tool provides a comprehensive nutritional analysis of each recognized dish, including nutritional values such as calories, vitamins, and essential macronutrients. This information helps users and healthcare professionals track food intake and make informed dietary decisions.
Q: Is LogMeal suitable for different demographics and needs?
Yes, LogMeal’s solutions are adaptable for various demographics, including the elderly, patients with diabetes or renal disease, and health-conscious individuals. It offers customized solutions for different contexts, such as medical solutions, self-service restaurants, and personalized nutrition planning.
Q: How does LogMeal integrate into existing systems?
LogMeal’s API is compatible with other apps and systems, allowing for seamless integration. This flexibility makes it easy to incorporate LogMeal’s food recognition and nutrition analysis into various healthcare and nutrition management platforms.
Q: What are the benefits of using LogMeal in healthcare settings?
Using LogMeal in healthcare settings reduces manual work and increases accuracy in tracking food intake. It provides healthcare providers with critical insights into patient nutrition and food waste, leading to more effective patient care and better nutrition plans.
Q: Is LogMeal available for individual users?
Yes, LogMeal offers an app available for both iOS and Android, which allows individual users to track their food intake by taking pictures of their meals. The app calculates portion sizes and provides nutritional information automatically.
Q: How does LogMeal’s pricing model work?
LogMeal’s pricing model is flexible and cost-effective, based on a pay-as-you-go system. Users can purchase credits based on their expected usage, which helps manage costs efficiently without any upfront or recurring fees.
Q: Can LogMeal improve customer satisfaction in self-service restaurants?
Yes, LogMeal’s touchless checkout kiosk improves customer satisfaction by reducing waiting times and enhancing the overall dining experience. It also integrates with POS systems, making the checkout process more efficient.
If you have any more specific questions or need further details, feel free to ask.
Logmeals - Conclusion and Recommendation
Final Assessment of LogMeal
LogMeal is a highly advanced AI-driven health tool that leverages deep learning and computer vision to recognize and analyze food, making it an invaluable resource for various groups of people.Key Features and Benefits
- Food Recognition: LogMeal can identify over 1,300 local and international dishes in real time through a simple photo, making it easy for users to track their meals.
- Ingredient Breakdown: The app provides detailed information on the ingredients in a dish and allows users to adjust quantities, which helps in accurate nutritional calculations.
- Nutritional Insights: Users can access comprehensive nutritional details, including energy, macronutrients, fiber, cholesterol, vitamins, and minerals, aiding in healthier lifestyle choices.
- Subscription and API: LogMeal offers a free basic version and a premium subscription with additional features. It also provides an advanced API service for food recognition, tracking, and diary generation in 35 programming languages.
Who Would Benefit Most
LogMeal is particularly beneficial for several groups:- Health-Conscious Individuals: Those aiming to maintain a balanced diet can use LogMeal to track their food intake and receive detailed nutritional information, helping them make informed choices.
- Diabetes Patients: The app’s ability to monitor and analyze food consumption in real time can be crucial for managing blood sugar levels and adhering to specific dietary requirements.
- Elderly People: LogMeal’s ease of use and real-time analysis can assist older individuals in keeping track of their diet without the need for extensive manual logging.
- Busy Professionals: Anyone with a hectic schedule can benefit from the quick and accurate food recognition and nutritional analysis, saving time and ensuring they stay on top of their dietary goals.
Overall Recommendation
LogMeal is a highly recommended tool for anyone looking to monitor and manage their diet effectively. Its advanced AI capabilities make food recognition and nutritional analysis seamless and accurate. Here are a few reasons why you might consider using LogMeal:- Ease of Use: The “Snap and Learn” feature makes it incredibly easy to log meals without manual input.
- Comprehensive Insights: The app provides detailed nutritional information, which is essential for making healthy choices.
- Versatility: LogMeal’s API service and premium features make it a versatile tool for both personal use and integration into other health-related applications.