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Report updated May 18, 2026

Calz: Calorie Counter AI is an established health & fitness app that is free with in-app purchases. With a 4.6/5 rating from 133.5K reviews, it shows polarized user reception. Users particularly appreciate automatic calorie calculation from food photography provides significant time savings for daily tracking, though inaccurate food recognition and calorie estimation force users to manually correct data frequently remains a common concern.

What is Calz: Calorie Counter AI?

Calz is an AI-powered calorie and macro tracker for weight loss and muscle gain, available on iOS and Android.

Users hire Calz to automate the tedious manual logging of food intake via photo scanning, reducing the friction of maintaining a daily diet journal.

Current Momentum

v1.39 · 2d ago

Intense
  • Ships frequent stability and bug fixes.
  • Maintains top-100 grossing in 20+ markets.

Active Nemesis

Lose It! – Calorie Counter

Lose It! – Calorie Counter

By FitNow

Other Rivals

Noom Weight Loss, Food Tracker
Carb Manager—Keto Diet Tracker
Lifesum: AI Calorie Counter
Calorie Counter - MyNetDiary
MyFitnessPal: Calorie Counter
MacroFactor - Macro Tracker
Calorie Counter - EasyFit Pro
BodyFast: Intermittent Fasting

7-Day Rank Pulse 🇺🇸

Health & Fitness

No ranking data

Rating Pulse 🇺🇸

Recent User Mood

What makes this app unique?

What Does It Look Like?

What Are The Key Features?

AI Food ScannerDifferentiator

Camera-based image recognition identifies meals and ingredients to calculate nutritional values

Macro and Calorie TrackerStandard

Logs daily intake of protein, carbs, and fats against personalized targets

Intermittent Fasting TimerStandard

Built-in timer with customizable protocols for tracking fasting windows

How much does it cost?

Freemium
  • Free tier with manual logging
  • Premium tier at $5.99/week, $12.99/month, or $29.99/year

Freemium model anchored at $29.99/year, utilizing subscription gates for advanced analysis and reporting features.

What do users think recently?

High confidence · 95 reviews analyzed · Based on 95 reviews. Signal may be noisy.

How did the latest release land?

Overall
4.6/ 5
(133.5K)
Current version
4.7/ 5
+0.1 vs overall
(3K)
Main signal post-update: automatic calorie calculation from food photography provides significant time savings for daily tracking.

What is the recent mood?

Mixed

Recent user voice shows a mixed sentiment. Users appreciate automatic calorie calculation from food photography provides significant time savings for daily tracking, but report inaccurate food recognition and calorie estimation force users to manually correct data frequently.

What Users Love

Automatic calorie calculation from food photography provides significant time savings for daily tracking

What Frustrates Users

Inaccurate food recognition and calorie estimation force users to manually correct data frequently

What Users Want

Integration with health platforms to sync nutrition data across other fitness applications

View the full user-sentiment analysis

Mood gauge, ratings & review-volume history, every praise / complaint / request, and sentiment over time.

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What is the competitive landscape for Calz: Calorie Counter AI?

How's The Health & Fitness Market?

Market outlook for this category

Available very soon

The rivals identified

Nemeses(1)

Healthify: AI Calorie Tracker icon

HealthifyMe Private Limited

4.3(568.7K)

Healthify is a direct nemesis due to its massive user base and aggressive focus on AI-driven nutrition coaching, which directly challenges Calz's core value proposition.

Contenders(4)

Macros competes by offering a technical, calculation-heavy approach to nutrition that appeals to data-driven users.

This app competes by focusing on the specific niche of protein-centric macro tracking, appealing to the same fitness-oriented audience as Calz.

Fastie targets the intersection of calorie tracking and intermittent fasting, overlapping with users who use Calz for structured diet planning.

This app competes for the same weight-loss-focused demographic by offering a similar feature set centered around AI scanning and barcode utility.

Same space(3)

Pawfit icon

Latsen Technology Ltd.

4.0(547)

Pawfit shares the 'Health & Fitness' category, competing for the same user attention and storage space on health-conscious devices.

Clue competes for the same daily health-tracking attention span, often serving as a primary health dashboard for female users.

iPeriod Lite Period Tracker icon

Winkpass Creations, Inc.

4.4(359.3K)

While primarily a period tracker, it competes for the same 'Health & Fitness' category real estate and daily user engagement habits.

Compare Calz: Calorie Counter AI against every rival

All rivals in one side-by-side table — identity, store metrics, ratings & sentiment, and strategic intel — plus a head-to-head page for each.

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The outtake for Calz: Calorie Counter AI

Strengths to defend, gaps to attack

Core Strengths

  • AI-based photo logging reduces manual friction for casual users
  • Gamified streaks and badges drive session frequency

Critical Frictions

  • Premium tier at $29.99/year above category median
  • Technical instability causes data loss during scanning
  • AI misidentification forces frequent manual entry

Growth Levers

  • Integrate with health platforms to improve data utility
  • Allow manual calorie goal overrides for specific user needs

Market Threats

  • Legacy incumbents with massive, verified databases
  • Rising subscription fatigue among health-app users

What are the next best moves?

highPivot

Pivot subscription onboarding to transparent trial terms because 1★ reviews flag billing as top complaint → reduce refund surge

Aggressive subscription prompts are the #1 driver of negative sentiment and refund requests.

Trade-off: Pause the price-test on the annual tier — refund surge has 4× the revenue impact.

mediumInvest

Ship health-platform integration because lack of sync is a top-requested feature → increase retention

Users cite lack of data sharing as a barrier to getting a complete health picture.

Trade-off: Push the wearable companion app sprint to Q3 — wearable waitlist is smaller than integration requests.

A counter-intuitive read

The app's aggressive subscription friction is not a bug but a deliberate strategy to capture high-intent users before they realize the AI accuracy is insufficient for long-term tracking.

Feature Gaps vs Competitors

  • Third-party health platform integration (available in MyFitnessPal but missing here)
  • Verified food database (available in Lose It! but missing here)

Key Takeaways

Calz wins on AI-driven convenience but loses on billing transparency and technical reliability, so the PM must prioritize subscription clarity and data-syncing to prevent user churn to more established, ecosystem-integrated competitors.

Where Is It Heading?

Mixed Signals

The nutrition-tracking market is consolidating around apps that offer both AI convenience and deep ecosystem integration. Calz is currently exposed because its technical instability and billing friction prevent it from moving beyond a novelty tool into a daily-use necessity.

Technical instability during photo scanning causes data loss, which erodes the core habit-forming loop and drives negative sentiment.

The AI-based food scanner continues to attract new users, indicating that the value proposition remains highly relevant to the target audience.

Disclosure: Independent intel to help mobile builders succeed.

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

What's new

The app shifted to a freemium model and expanded its feature set, but faces new headwinds from technical instability and user backlash against aggressive subscription tactics.

shifted

Pricing Model Transition

declined

Emergence of Critical Complaints

added

Intermittent Fasting Timer

improved

AI Food Scanner Repositioning

added

New Weaknesses Identified

Cite this report

Marlvel.ai. “Calz: Calorie Counter AI Intelligence Report.” Updated May 18, 2026. https://marlvel.ai/apps/calz-calorie-counter-ai-1

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