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Foodvisor - AI Calorie Counter

Foodvisor - AI Calorie Counter

By Foodvisor

Foodvisor is a health and nutrition app for iOS and Android that uses AI photo recognition to track calories and provide personalized meal plans.

The App DNA

What makes this app unique?

Users hire Foodvisor to automate the tedious manual entry of food logging, seeking a frictionless path to weight loss and nutritional insights.

For Individuals seeking weight loss or health management who require automated tracking tools and structured, expert-led nutrition guidance.

What does it look like?

Key features

Instant Food Recognition Cameraedge

Uses image recognition to identify food items and log nutritional data from photos or barcodes.

Personalized Nutrition Planedge

Customized meal and nutrition programs generated based on user profile and health goals.

How much does it cost?

freemiumFree tier with ad supportPremium subscription for personalized plans, fitness programs, and recipes

Freemium model gates advanced personalization and fitness content behind a monthly subscription, while maintaining a broad user base via ad-supported tracking.

Velocity

Intense developmentShow more...

5 versions in history. Development pace: intense.

See all version history

Who built it?

Foodvisor

3 apps tracked · Health & Fitness

Foodvisor - AI Calorie CounterFoodvisor - AI Calorie CounterFoodvisor - AI Calorie CounterFoodvisor - AI Calorie Counter
Explore the full publisher profile

User Sentiment

What do users think recently?

Fresh user feedback skews excited. Users appreciate visual food logging via photo recognition simplifies daily calorie tracking for users struggling with consistency and actionable macro and calorie insights provide clear guidance for users pursuing specific weight loss goals.

How are ratings & reviews evolving?

Google Play
4.66 · 145k
App Store
4.58 · 15k

What users say, by theme

What Users Love
  • Visual food logging via photo recognition simplifies daily calorie tracking for users struggling with consistency
  • Actionable macro and calorie insights provide clear guidance for users pursuing specific weight loss goals
  • Integration with wearable devices allows for automatic activity tracking and accurate daily calorie adjustments
What Frustrates Users
  • Users report that subscription billing practices feel deceptive regarding free trial auto-renewal and refund policies
+ 2 more themes
What Users Want 2 requests inside

49 of 49 recent reviews analyzed · high confidence · Excited overall

Read the full review analysis

Unlock 2 more frustration themes and 2 user requests, each backed by review evidence.

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Competition

Competitive landscape for Foodvisor - AI Calorie Counter

How's the Health & Fitness market?

Foodvisor maintains a 4.57 rating across 15,189 iOS reviews, positioning itself as a premium AI-first alternative to manual-entry incumbents. The gap between its AI-logging convenience and the database-depth of competitors like Lose It! defines its current market tension.

Read the market outlook

The rivals identified

Calorie Counter by Lose It!

By FitNow

With over 750,000 ratings and a 16-year market presence, Lose It! represents the primary incumbent in the calorie tracking niche.

  • Maintains a massive, long-tail food database refined over sixteen years of user contributions
  • Offers deep integration with a wide array of third-party fitness trackers and wearable devices
  • Provides highly granular macro-nutrient tracking features that cater to advanced diet-specific user needs
Foodvisor - AI Calorie Counter vs Calorie Counter by Lose It!

Unlock the head-to-head verdict: where this rival wins, and where it loses.

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The Analyst's Read

Key takeaways for Foodvisor - AI Calorie Counter

Where is it heading?

The calorie-tracking market is consolidating around database accuracy and AI automation. Foodvisor is well-positioned for growth if it can resolve the technical debt in its AI engine and the friction in its billing practices, which currently undermine its retention metrics.

  • Subscription billing complaints indicate a trust deficit that will likely compress lifetime value if not addressed.
  • High-frequency usage of the photo-logging feature confirms strong product-market fit for the core automation value.

The SWOT

Core Strengths
  • AI-driven photo logging reduces manual entry friction
  • Apple Health/Google Fit integration centralizes user data
  • Expert-curated plans provide a defensible premium value proposition
Critical Frictions 3 weaknesses inside
Growth Levers
  • Expand tracking for specific health conditions like high cholesterol
  • Implement manual editing for custom food items
Market Threats 2 threats identified

Next best moves

1 Pivot · 1 Invest

Audit subscription billing flows because users report deceptive trial-to-paid conversion → reduce refund surge

+ 1 more prioritized move

The counter-intuitive read

The 'AI-first' value proposition is a liability…

Read the full take

Feature gaps

Massive community-verified food database (available in Lose It! but missing here)

Since the last report: Foodvisor's competitive position is now defined by a tension between its AI-logging convenience and emerging user complaints regarding billing transparency and engine accuracy.

Bottom line

Users report: Foodvisor captures casual users through AI-logging convenience, but deceptive billing and AI inaccuracies create a churn risk that threatens long-term retention, so the team must prioritize core-engine accuracy over new feature expansion.

Unlock 3 critical frictions, 2 market threats, 1 more prioritized move and the analyst’s take.

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Sources

  1. [1] App Store, source
  2. [2] Lose It! Play 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 Foodvisor - AI Calorie Counter, 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

Foodvisor's competitive position is now defined by a tension between its AI-logging convenience and emerging user complaints regarding billing transparency and engine accuracy.

declined

Emergence of billing and accuracy complaints

improved

Feature competitive positioning upgrade

shifted

Strategic focus shift

added

New weaknesses identified

Cite this report

Marlvel.ai. “Foodvisor - AI Calorie Counter Intelligence Report.” Updated Jul 14, 2026. https://marlvel.ai/apps/foodvisor-ai-calorie-counter

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