CleanOrder is a health and fitness app that uses AI to analyze restaurant menus and provide macro-aligned ordering recommendations on iOS.
Product velocity
Maintenance
Daily rank 🇺🇸
—
Health & Fitness
Sentiment
4.8
358 reviews
Nemesis
Fragmented field
The App DNA
What makes this app unique?
It removes the cognitive load of manual calorie logging for users who eat out frequently but want to maintain specific fitness goals.
For Individuals focused on fitness goals who frequently eat out and want to track macros without manual calorie logging.
What does it look like?
Key features
Parses restaurant and takeaway menus to provide macro breakdowns and goal-aligned recommendations.
Interactive interface for querying menu details and nutritional information in real-time.
How much does it cost?
Subscription model gates advanced AI features and nutritional breakdowns behind a recurring payment.
Velocity
Maintenance developmentperformanceopaqueShow more...
CleanOrder – Healthy Eating is currently in a maintenance phase, with only one release recorded in the analyzed window. The latest release provided no feature updates, focusing exclusively on generic bug fixes and stability improvements. With 89 days since the last update, the development momentum is minimal. There is no evidence of live operations or new content cycles, suggesting the app is currently in a stable, low-activity state.
Who built it?
User Sentiment
What do users think recently?
Review voice lately leans upset.
How are ratings & reviews evolving?
What users say, by theme
- Premium subscription access fails to unlock features despite successful payment processing within the app
2 of 2 recent reviews analyzed · limited sample
Read the full review analysisUnlock 1 more frustration theme, each backed by review evidence.
Access the full report for freeCompetition
Competitive landscape for CleanOrder – Healthy Eating
How's the Health & Fitness market?
CleanOrder maintains a 4.83 average rating across 358 total ratings on iOS. The lack of major feature updates in the last 89 days signals a maintenance-mode posture relative to the broader health-tracking category.
Read the market outlookThe rivals identified
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Access the full report for freeThe Analyst's Read
Key takeaways for CleanOrder – Healthy Eating
Where is it heading?
CleanOrder faces a critical retention risk due to technical failures in the subscription flow and model inaccuracy. Without immediate remediation of these core issues, the app will struggle to convert free users into long-term subscribers, regardless of its unique AI-parsing capability.
- Subscription authentication failures lock paying users out of premium content, which directly triggers refund requests and negative sentiment.
- Inaccurate caloric guidance for weight loss goals erodes the core value proposition, leading to user churn among the primary target demographic.
The SWOT
- AI-driven menu parsing removes manual logging friction
- Interactive chat provides real-time nutritional context
- Expanding database coverage to include regional takeaway chains
Next best moves
Audit subscription authentication logic because users report being locked out of premium content after payment → reduce churn
+ 1 more prioritized moveThe counter-intuitive read
Users report: The high store rating is a misleading signal…
Read the full takeSince the last report: CleanOrder remains in a maintenance-only state, with no new feature releases or pricing adjustments. The primary change is a more precise articulation of existing technical and model-accuracy risks in the outlook and SWOT analysis.
Bottom line
CleanOrder must resolve the subscription authentication failure and recalibrate the AI recommendation model to regain user trust, as these two issues currently negate the value of the premium tier.
Unlock 2 critical frictions, 1 market threat, 1 more prioritized move and the analyst’s take.
Access the full report for freeSources
- [1] App Store, source
Report last updated