Calorie Meal AI

Calorie Meal AI

By APPWORLD (Pty)

Calorie Meal AI is a nutrition tracking tool for iOS and Android that uses image recognition to estimate the caloric and macro content of meals.

The App DNA

What makes this app unique?

It removes the time-consuming friction of manual food logging, allowing users to track intake by snapping a photo instead of searching databases.

For Individuals focused on weight management or muscle gain who prefer automated, image-based nutrition tracking.

What does it look like?

Key features

Photo-Based Food Trackingedge

Image recognition identifies food items from photos to calculate calories, macros, and serving sizes

Personalized Nutrition Goalsstandard

Customizable targets for weight loss, maintenance, or muscle gain

Smart Meal Loggingstandard

Automated logging of food intake with summaries of daily nutrient intake

How much does it cost?

freeFree access to all features

The app currently operates as a free tool with no visible IAP or subscription gates in the store metadata.

Velocity

Dormant developmentopaqueShow more...

Calorie Meal AI has been inactive for approximately 20 months, with the last update occurring 601 days ago. The development history shows only two releases, both of which were minor updates focused on login functionality and general bug fixes. There is no evidence of ongoing maintenance, new feature development, or live operations. The project appears to be in a dormant state.

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Who built it?

APPWORLD (Pty)

4 apps tracked · Food & Drink

Exam Papers & GuideExam Papers & GuideExam Papers & GuideExam Papers & GuideEmergency (South Africa)Emergency (South Africa)
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User Sentiment

What do users think recently?

How are ratings & reviews evolving?

App Store
0.00 · 0
Google Play
0.00 · 0

Not enough recent reviews to extract reliable themes yet.

Read the full review analysis

Competition

Competitive landscape for Calorie Meal AI

How's the Food & Drink market?

Calorie Meal AI occupies a niche as a free, image-based tracker, but its lack of updates (602 days since last store update) limits its competitive standing against active category leaders.

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The rivals identified

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The Analyst's Read

Key takeaways for Calorie Meal AI

Where is it heading?

The nutrition tracking market is consolidating around apps with high-frequency live-ops and robust subscription models. Calorie Meal AI's lack of updates (602 days since last store update) leaves it vulnerable to churn, as users migrate to apps that offer consistent database updates and community features.

  • The 20-month development gap indicates the app is in maintenance mode, which will lead to user churn as competitors release new features.

The SWOT

Core Strengths
  • Image recognition loop reduces manual logging friction
Critical Frictions 2 weaknesses inside
Growth Levers
  • Introduce subscription tiers to match category norms
Market Threats 1 threat identified

Next best moves

1 Maintain

Audit current user base engagement because the app has been dormant for 20 months → determine if sunsetting is appropriate

The counter-intuitive read

The lack of monetization in Calorie Meal AI is a strategic failure…

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Bottom line

Calorie Meal AI relies on its image-recognition utility, but the 20-month development silence prevents it from competing with active nutrition trackers. The lack of a monetization model further limits its viability, suggesting a need to either pivot to a subscription model or sunset the product.

Unlock 2 critical frictions, 1 market threat and the analyst’s take.

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FAQ

Is Calorie Meal AI free to use?
Yes, Calorie Meal AI is currently free, with no visible subscription or in-app purchase gates in the store metadata.
How does Calorie Meal AI track food?
Calorie Meal AI uses image recognition to identify food items from photos, which it then uses to estimate calorie and macro content.
Is Calorie Meal AI still being updated?
No, Calorie Meal AI has not received a major update in over 20 months, with the last store update occurring in early 2025.
What are the alternatives to Calorie Meal AI?
Users looking for active nutrition trackers should consider apps with frequent update cycles and established subscription models, which provide better long-term support and database accuracy.

Sources

  1. [1] App Store

Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by Calorie Meal AI, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Cite this report

Marlvel.ai. “Calorie Meal AI Intelligence Report.” Updated Nov 3, 2026. https://marlvel.ai/apps/calorie-meal-ai

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