Customer Reviews (100)

Holly Hawkins • 2025-03-30T17:04:10.243Z

Only for rich

Carly Chambers • 2025-03-30T16:35:55.692Z

Uninstall. app kept asking to pay for a "free" trial". Not work the time. I installed all app called "Lose it". You can scan the bar codes and it'll tell you cals per serving. Try it everyone

Ed boy515 • 2025-03-30T16:14:56.986Z

👍

Summary of Key Insights

The CalDiet-AI Food Scanner app receives mixed reviews. While a significant portion of users (50%) give it a 5-star rating, a substantial number (23%) rate it with only 1 star. The primary complaint revolves around the app's misleading "free trial" and the fact that core functionalities are locked behind a paywall. Users also report inaccuracies in calorie and macro tracking, difficulties with barcode scanning, and issues with integrating with health platforms. The positive aspects mentioned include ease of setup and potential for motivation. Overall sentiment is polarized, with strong positive and negative opinions, indicating a need for significant improvements to address user concerns regarding pricing transparency and accuracy.

Quantitative Metrics:

  • Overall Rating: Not explicitly provided, but can be inferred to be around 3.5 based on the score distribution.
  • Score Distribution: 1-star (23%), 2-star (6%), 3-star (12%), 4-star (9%), 5-star (50%)

Data & Methodology Overview

  • Data Sample Size: 100 reviews
  • Time Frame: Not explicitly stated, but assumed to be recent based on the version number (1.08.01).
  • Analysis Methods: Manual review and sentiment analysis based on user comments, keyword extraction to identify recurring themes.

Key User Pain Points

  • Misleading "Free Trial" and Paywall: The most prominent complaint. Users feel deceived by the app's initial promise of free functionality, only to be met with a paywall immediately after installation or a brief trial period. This leads to frustration and negative reviews.
  • Inaccurate Calorie and Macro Tracking: Many users report that the app provides incorrect calorie, fat, and protein information, especially after scanning barcodes. This undermines the core functionality of the app and makes it unreliable for accurate dietary tracking.
  • Difficulties with Barcode Scanning: Some users experience issues with barcode scanning, including the app not recognizing products or generating incorrect serving sizes.
  • Lack of Integration with Health Platforms: Several users mention the absence of integration with other health platforms, limiting the app's utility for comprehensive health tracking.
  • Difficulties with Portion Adjustment: Issues with adjusting food portions and saving the changes. Connect errors and inability to edit scanned items are frequently reported.
  • Forced Rating Prompt: Users are prompted to rate the app before actually using it and experiencing its features, leading to potentially biased reviews.
  • Unexpected Subscription Charges: Some users report being charged for a subscription without adequate notice or consent.

Frequently Requested Features

  • Accurate Food Database: Users want a more comprehensive and accurate food database with correct calorie and macro information.
  • Improved Barcode Scanning: A more reliable and accurate barcode scanning feature is highly desired.
  • Integration with Health Platforms: Integration with popular health platforms like Google Fit or Apple Health would enhance the app's functionality.
  • Clear Pricing Transparency: Users want clear and upfront information about subscription costs and what features are included in the free version (if any).
  • Free Version with Basic Functionality: A limited free version with basic features would allow users to test the app before committing to a subscription.
  • Ability to Manually Adjust Serving Sizes: Users need the ability to easily and accurately adjust serving sizes.

Strengths and Positive Aspects

  • Easy Setup: Some users find the initial setup process to be simple and straightforward.
  • Motivational Potential: Some users express excitement and motivation to use the app for weight loss and health tracking.
  • User-Friendly Interface: A few users describe the app as easy to use and navigate.
  • Goal Customization: The ability to customize goals is seen as a positive feature.

Prioritized Action Recommendations

High Priority:

  • Pricing Transparency: Clearly communicate subscription costs and trial limitations upfront, before users download the app. Avoid misleading language about "free trials" if significant functionality is locked behind a paywall.
  • Improve Accuracy of Food Database: Invest in improving the accuracy of the food database and barcode scanning functionality. Regularly update the database and address reported inaccuracies.
  • Address "Connect Error" and Editing Issues: Fix the bugs related to saving portion adjustments and editing scanned items.
  • Re-evaluate the Forced Rating Prompt: Remove or delay the prompt to rate the app until users have had sufficient time to experience its features.

Medium Priority:

  • Develop a Limited Free Version: Offer a free version with basic features to allow users to test the app's functionality before subscribing.
  • Integrate with Health Platforms: Implement integration with popular health platforms like Google Fit or Apple Health.
  • Improve UX of Onboarding: Revamp the onboarding process to be less "finicky" and more user-friendly.

Low Priority:

  • Address Minor UI/UX Issues: Address any minor UI/UX issues reported by users, such as questions that don't apply.

Opportunities for Startup Ideas

  • AI-Powered Calorie Estimation from Images: Develop a more sophisticated AI algorithm for calorie estimation from food images, addressing current accuracy issues.
  • Personalized Nutrition Recommendations Based on Biometrics: Integrate with wearable devices to provide personalized nutrition recommendations based on users' biometric data (e.g., activity levels, sleep patterns).
  • Gamified Nutrition Tracking: Incorporate gamification elements to make nutrition tracking more engaging and motivating.
  • Community Features: Add community features to allow users to connect with each other, share tips, and provide support.

Trends and Observations

  • Strong Negative Sentiment Related to Pricing: The most recurring negative theme revolves around the app's pricing model and misleading "free trial."
  • Inaccuracy Concerns: A significant number of users question the accuracy of the app's calorie and macro tracking capabilities.
  • Desire for Free Functionality: Many users express a desire for a free version with basic features.

Conclusion

The CalDiet-AI Food Scanner app has the potential to be a valuable tool for users seeking to track their nutrition and achieve their health goals. However, the current pricing model and accuracy issues are significantly hindering its success. Addressing the key user pain points related to pricing transparency, data accuracy, and functionality is crucial for improving user satisfaction and driving adoption. Implementing the prioritized action recommendations will help the app achieve its full potential and build a loyal user base.

Original App Link

https://play.google.com/store/apps/details?id=com.art.caldiet