Report updated May 19, 2026

TL;DR:Eatwise AI competes in the crowded nutrition-tracking market by offering automated, AI-driven logging, but its growth is stalled by critical account-access failures and poor data reliability. Users feel Frustrated, praising ai-driven food logging provides a convenient way to track daily nutritional intake without manual entry but frustrated by account access failures and password reset malfunctions prevent users from logging into their purchased subscriptions. Eatwise AI offers a strong utility proposition through AI-driven logging, but technical instability in authentication and data accuracy drives high churn, so the PM must prioritize core reliability over new feature growth to stabilize the user base..|TL;DR:Eatwise AI competes in the crowded nutrition-tracking market by offering automated, AI-driven logging, but its growth is stalled by critical account-access failures and poor data reliability. Users feel Frustrated, praising ai-driven food logging provides a convenient way to track daily nutritional intake without manual entry but frustrated by account access failures and password reset malfunctions prevent users from logging into their purchased subscriptions. Eatwise AI offers a strong utility proposition through AI-driven logging, but technical instability in authentication and data accuracy drives high churn, so the PM must prioritize core reliability over new feature growth to stabilize the user base..

AI Calorie Tracker by Eatwise is a challenged health & fitness app that is free with in-app purchases. With a 4.6/5 rating from 20K reviews, it faces significant user friction. Users particularly appreciate ai-driven food logging provides a convenient way to track daily nutritional intake without manual entry, though account access failures and password reset malfunctions prevent users from logging into their purchased subscriptions remains a common concern.

What is AI Calorie Tracker by Eatwise?

Eatwise AI is a calorie and macro tracking app for iOS and Android that utilizes AI for automated meal logging.

Users hire the app to automate the labor-intensive process of nutritional logging, seeking to reach weight or fitness goals with minimal manual entry.

Current Momentum

v1.5 · today

Maintenance
  • Ships frequent stability and performance updates.
  • Maintains high-velocity AI feature iteration.
AI-powered deep analysis surfacing high-signal insights. Still in beta, accuracy improves daily. For informational purposes only.

Active Nemesis

Lose It! – Calorie Counter

Lose It! – Calorie Counter

By FitNow

Other Rivals

Noom Weight Loss, Food Tracker
Carb Manager—Keto Diet Tracker
Calorie Counter - MyNetDiary
Lifesum: AI Calorie Counter
Fitbod: Gym & Fitness Planner
JustFit: Lazy Workout & Fit
AI Calorie Counter - Appediet

7-Day Rank Pulse 🇺🇸

Health & Fitness

No ranking data

Rating Pulse 🇺🇸

Recent User MoodAI-powered deep analysis surfacing high-signal insights. Still in beta, accuracy improves daily. For informational purposes only.

What makes this app unique?

What Does It Look Like?

How Is The App's Momentum Right Now?

Loading...

What Are The Key Features?

AI-Driven Calorie EstimationDifferentiator

Calculates caloric intake and nutritional breakdown via automated logging tools

Barcode ScannerStandard

Scans product barcodes to instantly add nutritional data to the daily log

Intermittent Fasting TrackerDifferentiator

Syncs fasting schedules with water intake and calorie logs

How much does it cost?

Freemium
  • Free tier with basic tracking
  • Eatwise Pro subscription for unlimited access

The freemium model gates advanced meal planning and unlimited features behind a mandatory subscription, which currently drives user frustration.

Who Built It?

DEEP FLOW SOFTWARE SERVICES app icon 1
DEEP FLOW SOFTWARE SERVICES app icon 2
DEEP FLOW SOFTWARE SERVICES app icon 3
DEEP FLOW SOFTWARE SERVICES app icon 4

DEEP FLOW SOFTWARE SERVICES

(3.3M)

Deploying specialized generative AI tools to streamline productivity, language acquisition, and device utility for a global mobile audience.

Portfolio

13

Apps

Free 12
Education33%
Productivity25%
Graphics & Design8%

Who is DEEP FLOW SOFTWARE SERVICES?

Deep Flow Software Services operates as a high-velocity AI product studio, specializing in the rapid verticalization of generative AI across education, productivity, and utility sectors. Their structural advantage lies in a multi-model architecture and a 'multi-agent' library that differentiates their flagship chat tools from generic LLM wrappers. The publisher's trajectory shows a strategic shift from general utilities toward specialized AI tutors and cognitive training tools, signaling a move to capture higher-intent educational subscriptions.

Who is DEEP FLOW SOFTWARE SERVICES for?

  • Students
  • Language learners
  • General consumers seeking AI-assisted efficiency
  • Automated device maintenance
Intense

Portfolio momentum

Extremely high development cadence with 69 updates across 25 active apps in the last 6 months, including a major release within the last week.

Last release · 6d agoActive apps · 25

What do users think recently?

High confidence · Latest 72 of 111 total reviews analyzed · Based on 111 reviews. Signal may be noisy.

How did the latest release land?

Overall
4.6/ 5
(20K)
Current version
4.7/ 5
+0.1 vs overall
(1.7K)
Main signal post-update: aI-driven food logging provides a convenient way to track daily nutritional intake without manual entry.

What is the recent mood?

Frustrated

Recent user voice shows a frustrated sentiment. Users appreciate ai-driven food logging provides a convenient way to track daily nutritional intake without manual entry, but report account access failures and password reset malfunctions prevent users from logging into their purchased subscriptions and inaccurate nutritional calculations and ai recognition errors undermine the reliability of the calorie tracking data.

What Users Love

AI-driven food logging provides a convenient way to track daily nutritional intake without manual entry

What Frustrates Users

Account access failures and password reset malfunctions prevent users from logging into their purchased subscriptions
Inaccurate nutritional calculations and AI recognition errors undermine the reliability of the calorie tracking data

What Users Want

Improved customer support responsiveness for resolving billing disputes and account recovery issues

What is the competitive landscape for AI Calorie Tracker by Eatwise?

How's The Health & Fitness Market?

Eatwise AI utilizes a freemium model that gates advanced meal planning and unlimited features behind a mandatory subscription. The app currently holds a #38 Free rank in the US Health & Fitness category, but its #177 Grossing rank suggests significant monetization friction relative to its discovery volume.

How does it evolve in the Health & Fitness market?

Eatwise AI holds a #38 Free rank in the US Health & Fitness category, but its #177 Grossing rank indicates significant monetization friction. The gap between discovery and revenue suggests that users are not converting to the Pro tier due to technical instability.

ChartRankChange
AndroidGrossing#4790
AndroidGrossing#9741

The rivals identified

The Nemesis

Head to Head

The target app must pivot from generic calorie counting to AI-driven personalization to differentiate from the database-heavy incumbent.

What sets AI Calorie Tracker by Eatwise apart

  • AI-first approach to logging allows for faster, more natural language entry than manual database searching.

  • Leaner, modern codebase likely offers a more responsive UI experience than legacy-heavy competitors.

What's Lose It! – Calorie Counter's Edge

  • Massive, crowd-sourced food database ensures higher reliability for niche or regional food items.

  • Proven, multi-year retention loops keep users engaged far beyond the initial weight-loss motivation phase.

Contenders

Integrates cognitive behavioral therapy principles to address the psychological triggers behind eating habits.

Human-led coaching model creates a high-touch service layer that pure tracking apps cannot replicate.

Provides specialized keto-focused macro calculators and net-carb tracking that generic apps often overlook.

Curated recipe database specifically tailored to low-carb dietary restrictions and nutritional requirements.

Calorie Counter - MyNetDiary

Calorie Counter - MyNetDiary

4.8 (146.6K)

MyNetDiary Inc.

Offers a highly polished, clinical-grade tracking experience that appeals to users seeking data precision.

Includes medically-backed nutrition planning tools that provide more clinical depth than standard fitness apps.

High-fidelity barcode scanning and photo-logging features reduce the friction of manual data entry.

Peers

Focuses on meal planning and recipe suggestions rather than just raw calorie and macro logging.

Visual-first design language prioritizes user experience and aesthetic appeal over clinical data density.

Fitbod: Gym & Fitness Planner

Fitbod: Gym & Fitness Planner

4.8 (267.9K)

Fitbod Inc.

Adjacent fitness category focusing on strength training, often used in tandem with nutrition trackers.

Generates personalized workout plans based on available equipment and previous performance metrics.

Strong focus on progressive overload tracking which complements the target app's nutritional focus.

New Kids on the Block

Positions fitness as a low-effort, high-reward activity to lower the barrier for sedentary users.

Utilizes short-form, video-based workout content that mimics social media consumption habits.

AI Calorie Counter - Appediet

AI Calorie Counter - Appediet

4.7 (59.2K)

Appediet Information PTE. LTD

A recent market entrant showing high velocity with 15 releases in the last six months.

Aggressive release cadence suggests rapid iteration on AI-based food recognition and logging features.

Focuses on a simplified, mobile-first AI interface to capture users intimidated by complex legacy trackers.

The outtake for AI Calorie Tracker by Eatwise

Strengths to defend, gaps to attack

Core Strengths

  • AI-first logging reduces manual entry friction
  • Intermittent fasting integration expands addressable diet-segment market

Critical Frictions

  • Account lockout issues prevent paid-user access
  • AI recognition errors generate inaccurate nutritional data
  • Aggressive monetization frustrates new users

Growth Levers

  • Develop verified food database to augment AI accuracy
  • Implement functional free trial to lower onboarding friction

Market Threats

  • Established incumbents with massive databases siphon users
  • Poor sentiment trends accelerate churn to reliable competitors

What are the next best moves?

highPivot

Rebuild authentication flow because account access failures are the #1 complaint → reduce churn

Sentiment analysis identifies account access as the primary driver of negative reviews.

Trade-off: Pause the intermittent fasting feature expansion — authentication stability is a prerequisite for retention.

highInvest

Audit AI recognition accuracy because nutritional discrepancies are the #2 complaint → improve retention

Users report significant discrepancies between actual labels and AI-generated data.

Trade-off: Deprioritize new social feed features — data reliability is the core utility requirement.

A counter-intuitive read

The app's aggressive monetization is not the primary failure; the failure is that the AI-logging utility is not yet accurate enough to justify the subscription price.

Feature Gaps vs Competitors

  • Verified food database (available in Lose It! but missing here)
  • Wearable device integration (available in Lose It! but missing here)

Key Takeaways

  • Reliability is the primary churn driver; technical stability must precede feature expansion.
  • The current monetization model is too aggressive for an app with high-frequency AI recognition errors.
  • Competitive differentiation depends on moving from generic tracking to personalized, high-accuracy nutritional insights.

Eatwise AI offers a strong utility proposition through AI-driven logging, but technical instability in authentication and data accuracy drives high churn, so the PM must prioritize core reliability over new feature growth to stabilize the user base.

Where Is It Heading?

Declining

The nutrition-tracking market is consolidating around high-accuracy, database-backed incumbents, leaving Eatwise AI exposed due to its reliance on unverified AI recognition. Unless the team pivots to prioritize data reliability and authentication stability, the current churn trend will continue to erode the user base through the next two quarters.

Persistent account access failures in the latest release drive high churn, which compounds the negative sentiment already visible in reviews.

Inaccurate AI nutritional data leads to user distrust, which forces high-intent users to migrate to more reliable, database-heavy incumbents.

Disclosure

Independent intel to help builders create better apps.

AI-powered analysis with editorial review, built from publicly available sources. See methodology.

Marlvel.ai is not affiliated with, endorsed by, or sponsored by AI Calorie Tracker by Eatwise, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Hope this helps & keep building! · Found an error?

What's new in this report

The app has entered a maintenance phase characterized by declining sentiment, critical authentication bugs, and a narrowed feature set.

declined

Sentiment and Rating Decline

added

New Critical Complaint: Account Access

removed

Removal of Secondary Features

shifted

SWOT Weakness Pivot

Cite this report

Marlvel.ai. “AI Calorie Tracker by Eatwise Intelligence Report.” Updated May 19, 2026. https://marlvel.ai/intel-report/health-fitness/calorie-counter-eatwise-ai

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Data licensed under CC-BY-NC 4.0