Report updated May 19, 2026
AI Calorie Tracker by Eatwise
For individuals focused on weight management, muscle gain, or nutritional tracking who require automated logging tools.
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.
Active Nemesis
Lose It! – Calorie Counter
By FitNow
Other Rivals
7-Day Rank Pulse 🇺🇸
Health & FitnessNo ranking data
Rating Pulse 🇺🇸
Recent User Mood
What makes this app unique?
What Does It Look Like?
What Are The Key Features?
Calculates caloric intake and nutritional breakdown via automated logging tools
Scans product barcodes to instantly add nutritional data to the daily log
Syncs fasting schedules with water intake and calorie logs
How much does it cost?
- 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
Deploying specialized generative AI tools to streamline productivity, language acquisition, and device utility for a global mobile audience.
Portfolio
13
Apps
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Explore the full DEEP FLOW SOFTWARE SERVICES report
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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?
What is the recent mood?
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
What Frustrates Users
What Users Want
How have ratings & review volume moved?
Rating, review sentiment, and total reviews over time, with release markers showing the post-launch impact.
Vertical markers = app releases. Hover any release for the post-release impact delta.
View the full user-sentiment analysis
Mood gauge, ratings & review-volume history, every praise / complaint / request, and sentiment over time.
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.
Rank progression
63 active rankings tracked — 30-day window
Which niche is AI Calorie Tracker by Eatwise in?
to track nutrition and manage body weight
Explore the full Calorie Counting Trackers niche
Every app in this space — 61 tracked, the niche's live rankings, and Marlvel's editorial take on the job-to-be-done.
The rivals identified
Nemeses(1)
Healthify dominates the market share for AI-driven nutrition tracking, directly competing for the same weight-loss and macro-tracking user base as Eatwise.
Contenders(4)
Targets the technical segment of the fitness market that prioritizes macro-nutrient precision over general calorie counting.
Focuses specifically on the protein-tracking niche within the broader calorie counting market.
This app targets the same core demographic by pairing AI food scanning with traditional barcode logging capabilities.
Calz competes by offering a similar AI-centric food scanning experience combined with intermittent fasting tools.
Same space(3)
A major player in the health category that captures significant user engagement through cycle and wellness tracking.
Competes for the same health-conscious demographic, specifically targeting female users tracking cycle-related health metrics.
While focused on pet health, it competes for the same 'health and fitness' category attention and user time.
Compare AI Calorie Tracker by Eatwise 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.
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?
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.
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.