Clean Label Project Mobile is a health-focused utility app that provides consumers with verified product testing data for heavy metals and contaminants.
Product velocity
Maintenance
Daily rank 🇺🇸
—
Health & Fitness
Sentiment
5.0
2 reviews
Nemesis
MenuFit - Healthy Eating Out
The App DNA
What makes this app unique?
Users hire this app to validate food safety claims through science-based testing, reducing the cognitive load of identifying hidden contaminants in grocery products.
For Health-conscious consumers and parents seeking to identify and avoid hidden contaminants like heavy metals and pesticides in everyday food and baby products.
Key features
Access to a curated list of products tested by the Clean Label Project for heavy metals, pesticides, and plasticizers.
Tool to organize and plan shopping lists based on verified product data.
Dedicated section for updates on food safety, consumer wellness, and research.
How much does it cost?
The app operates as a free utility to support the organization's mission of transparency, with no current IAP or subscription gates observed.
Velocity
Maintenance developmentUX improvementsShow more...
The app currently ships at a maintenance cadence, with only one release recorded in the last 60 days. Development is focused on UX improvements and visual consistency rather than new functional features or live operations. Given the current release frequency, the app is in a stable maintenance phase with no evidence of a high-velocity or live-service strategy.
Who built it?
User Sentiment
What do users think recently?
How are ratings & reviews evolving?
Not enough recent reviews to extract reliable themes yet.
Read the full review analysisCompetition
Competitive landscape for Clean Label Project Mobile
How's the Health & Fitness market?
The app functions as a niche, science-backed utility in the Health & Fitness category, currently maintaining a 5-star rating on iOS with a limited review count.
Read the market outlookThe rivals identified
By Kosco Digital LLC
MenuFit competes directly by providing actionable health insights for dining out, mirroring the Clean Label Project's mission to help consumers make informed, science-based food choices.
- Offers an AI Menu Assistant that provides real-time health analysis for specific restaurant menu items.
- Maintains a massive global restaurant database that provides immediate utility for users eating away from home.
- Integrates personalized macro recommendations, moving beyond simple product verification into active lifestyle management.
Protein-Check: Discover Top High Protein Rich Foods List for the best Power DietContender
CalorieGuide Food Nutrition Facts Calculator for Fresh Produce & Healthy Diet LivingContender
تخفيف الوزنContender
برامج رجيمContenderUnlock the head-to-head verdict: where this rival wins, and where it loses.
Access the full report for freeThe Analyst's Read
Key takeaways for Clean Label Project Mobile
Where is it heading?
Users report: The health-utility market is shifting toward automated, real-time data capture, leaving static database apps like this one exposed to churn. The team must pivot from a reference-based model to an active-utility model to maintain relevance against AI-native entrants.
- The manual search model creates high friction at the shelf, which drives users toward AI-scanning competitors that provide immediate results.
- The organization's science-based testing authority remains a strong differentiator that prevents direct replacement by generic calorie-tracking apps.
The SWOT
- Science-based testing outcomes provide higher consumer trust than general nutritional data.
- Verified product database functions as a specialized barrier against generic health apps.
- Integration of instant food scanning technology could reduce shelf-side friction.
- Expansion into wearable data could bridge the gap between product verification and lifestyle management.
Next best moves
Ship instant food scanning technology because manual search is the top friction point → increase shelf-side utility.
The counter-intuitive read
The app's lack of monetization is a strategic advantage…
Read the full takeFeature gaps
Instant food scanning technology (available in Food Checker but absent here) +1
Since the last report: The analysis shifted from a general focus on institutional authority to a specific critique of the manual-entry UX, identifying AI-powered scanning as the primary competitive requirement.
Bottom line
The app holds a unique authority in product testing but lacks the high-frequency utility to drive daily engagement, so the team should prioritize instant scanning to prevent user churn to AI-powered rivals.
Unlock 3 critical frictions, 2 market threats and the analyst’s take.
Access the full report for freeReport last updated