Visual Food, Visual Recognition and Calories Count

Visual Food, Visual Recognition and Calories Count

By Michele Gruppioni (Gruppio)

Visual Food is a camera-based nutritional recognition utility for iOS that identifies food items and displays caloric and macronutrient data.

The App DNA

What makes this app unique?

The app removes the cognitive friction of manual food logging by using AI to identify items directly through the device camera.

For Individuals tracking nutritional intake who prefer visual identification of food over manual logging.

What does it look like?

Key features

Camera-based Food Recognitionedge

Uses an artificial intelligence algorithm to identify food items via the device camera.

Nutritional Data Retrievalstandard

Displays specific nutritional information including calories, fat, protein, and carbohydrates for recognized items.

How much does it cost?

freeFree

The app is distributed as a free utility without visible subscription or in-app purchase gates.

Velocity

Dormant developmentopaqueShow more...

Visual Food, Visual Recognition and Calories Count has been inactive for 3,349 days. There is no evidence of ongoing development, feature updates, or maintenance. The app is effectively a zombie project with no activity in the provided history.

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Who built it?

Michele Gruppioni (Gruppio)

5 apps tracked · Food & Drink

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Explore the full publisher profile

User Sentiment

What do users think recently?

How are ratings & reviews evolving?

App Store
2.94 · 34

Not enough recent reviews to extract reliable themes yet.

Read the full review analysis

Competition

Competitive landscape for Visual Food, Visual Recognition and Calories Count

How's the Food & Drink market?

Visual Food occupies a niche as a free, legacy utility in the Food & Drink category. With no updates since 2017 and only 34 total ratings, it lacks the market presence of active nutritional tracking platforms.

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The rivals identified

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The Analyst's Read

Key takeaways for Visual Food, Visual Recognition and Calories Count

Where is it heading?

The nutritional tracking market is consolidating around platforms with active AI development and expansive, verified food databases. Visual Food is exposed due to its lack of updates, which will lead to further user churn as the underlying recognition algorithms and nutritional data become increasingly inaccurate.

  • The 3,349-day gap since the last update indicates the app is in permanent maintenance mode, which prevents it from competing with modern nutritional databases.

The SWOT

Core Strengths
  • Camera-based AI recognition provides a low-friction entry point for nutritional tracking
Critical Frictions 2 weaknesses inside
Growth Levers
  • Integrating regional food databases could differentiate the utility from global-focused competitors
Market Threats 1 threat identified

Next best moves

1 Sunset

Sunset the application because it has been in maintenance mode for over nine years → remove support overhead

The counter-intuitive read

The lack of monetization or subscription gates is…

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Bottom line

Visual Food remains a static utility that lacks the active development required to compete with modern health-tracking platforms. The lack of updates since 2017 suggests the developer has abandoned the project, leaving the user base without support or database improvements.

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FAQ

Is Visual Food still receiving updates?
No, Visual Food has not been updated since July 2017, indicating the app is no longer actively maintained by the developer.
Does Visual Food require a subscription?
No, Visual Food is currently distributed as a free utility without any subscription or in-app purchase gates.
What are some alternatives to Visual Food for calorie tracking?
Users should consider modern health-tracking apps that receive regular updates and maintain large, verified nutritional databases, as Visual Food has been inactive for several years.

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 Visual Food, Visual Recognition and Calories Count, 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. “Visual Food, Visual Recognition and Calories Count Intelligence Report.” Updated Sep 28, 2026. https://marlvel.ai/apps/visual-food-visual-recognition-and-calories-count

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