Calorie AI - AI food tracker

Calorie AI - AI food tracker

By Trinh Mai Luong

Calorie AI - AI food tracker is a nutrition logging utility for iOS that uses optical character recognition and barcode scanning to track daily caloric intake.

The App DNA

What makes this app unique?

It removes the manual friction of meal logging, though current database gaps and calculation errors prevent it from serving as a reliable health tool.

For Individuals seeking a tool to monitor nutritional intake and physical activity for weight management or fitness goals.

What does it look like?

Key features

Calorie Tracker by Scanedge

Optical character recognition to identify food items and retrieve nutritional data, reducing logging friction.

Barcode Scannerstandard

Camera-based barcode lookup for instant nutritional information retrieval.

Progress Visualizationstandard

Charts displaying historical calorie trends and weight changes.

How much does it cost?

freeFree

The app is currently listed as free with no explicit subscription or IAP tiers mentioned in the store metadata.

Velocity

Maintenance developmentperformanceopaqueShow more...

The app has been silent for 147 days, with only a single minor release identified in the recent window. This cadence of less than one release every three months places the app firmly in a maintenance state. Development activity is currently limited to generic performance and stability improvements, with no evidence of new features or live operations. The lack of updates suggests a focus on basic upkeep rather than active product evolution.

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Who built it?

Trinh Mai Luong

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User Sentiment

What do users think recently?

The recent review mood reads upset.

How are ratings & reviews evolving?

App Store
0.00 · 0

What users say, by theme

What Frustrates Users
  • Inaccurate biometric and physical data processing causes the app to miscalculate user health metrics significantly
+ 1 more theme

1 of 1 recent reviews analyzed · limited sample

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Competition

Competitive landscape for Calorie AI - AI food tracker

How's the Utilities market?

Calorie AI - AI food tracker occupies the free utility segment of the nutrition-tracking space, but its lack of recent feature updates and reported data inaccuracies limit its competitive standing.

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The rivals identified

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The Analyst's Read

Key takeaways for Calorie AI - AI food tracker

Where is it heading?

The nutrition-tracking category is consolidating around apps with verified, comprehensive food databases and high-frequency update cadences. Calorie AI - AI food tracker remains in a maintenance state, which leaves it exposed to competitors that offer more reliable health metrics and broader food coverage.

  • The four-month maintenance gap indicates stalled development, which prevents the app from addressing critical database and calculation errors.
  • Reported biometric calculation errors erode user trust, which compounds the churn risk already present due to the insufficient food library.

The SWOT

Core Strengths
  • OCR-based logging reduces manual entry friction
Critical Frictions 2 weaknesses inside
Growth Levers
  • Expand food database with common staples
Market Threats 1 threat identified

Next best moves

1 Pivot · 1 Invest

Audit biometric calculation logic because users report unrealistic height and weight adjustments → improve data accuracy

+ 1 more prioritized move

The counter-intuitive read

Calorie AI - AI food tracker's lack of monetization is a liability…

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Since the last report: The app remains in a static maintenance state with no functional, pricing, or sentiment shifts identified since the previous report. The 147-day development gap persists, and all core weaknesses regarding data integrity and database coverage remain unaddressed.

Bottom line

Calorie AI - AI food tracker must address the biometric calculation errors and database gaps to establish baseline utility. Fixing these core functional failures would stabilize the user experience before any monetization experiments are attempted.

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

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FAQ

Is Calorie AI - AI food tracker accurate for weight management?
Users report significant inaccuracies in biometric data processing, such as unrealistic height and weight adjustments, which may impact the reliability of health metrics.
Does the app include common food items like eggs or chicken?
Reviewers note that the food database is currently insufficient and lacks common staples, which limits the app's utility for daily nutrition tracking.
Is there a paid version of Calorie AI - AI food tracker?
The app is currently listed as free with no explicit subscription or in-app purchase tiers mentioned in the store metadata.

Sources

  1. [1] App Store, source

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 AI - AI food tracker, 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 AI - AI food tracker Intelligence Report.” Updated Aug 27, 2026. https://marlvel.ai/apps/calorie-ai-ai-food-tracker

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