Report updated Jun 10, 2026
Clean Label Project Mobile
For health-conscious consumers and parents seeking to identify and avoid hidden contaminants like heavy metals and pesticides in everyday food and baby products.
Clean Label Project Mobile is an established health & fitness app that is completely free. With a 5.0/5 rating from 2 reviews, it shows polarized user reception.
What is Clean Label Project Mobile?
Clean Label Project Mobile is a health-focused utility app that provides consumers with verified product testing data for heavy metals and contaminants.
Users hire this app to validate food safety claims through science-based testing, reducing the cognitive load of identifying hidden contaminants in grocery products.
Current Momentum
v1.3 · 1mo ago
Maintenance- Ships regular updates for database accuracy.
- Maintains consistent, mission-driven feature set.
Active Nemesis
MenuFit - Healthy Eating Out
By Kosco Digital
Other Rivals
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Health & FitnessNo ranking data
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What makes this app unique?
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What Are The 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?
- Free access to all verified product data and news
The app operates as a free utility to support the organization's mission of transparency, with no current IAP or subscription gates observed.
Who Built It?
Enrichment in progress
Publisher profile available very soon
What other apps does Clean Label Project make?
What do users think recently?
Analysis in progress, available soon
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 Clean Label Project Mobile?
Where is it available?
Localized markets (1)
How's The Health & Fitness Market?
Market outlook for this category
Available very soon
The rivals identified
Nemeses(1)
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.
Differentiators
- 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.
Head to head
The target should pivot toward integrating more frequent, high-utility tools like grocery list optimization or AI-assisted label scanning to match the nemesis's engagement frequency.
Contenders(4)
This app targets the same health-conscious demographic by offering dietary programs and weight loss recipes.
Differentiators
- Includes a dedicated library of dietary programs that provide structured guidance for specific weight loss goals.
- Offers beauty and skin care tips, broadening the value proposition beyond simple food and nutrition tracking.
It competes for the attention of users seeking practical weight loss advice and lifestyle management methods.
Differentiators
- Focuses on daily weight loss tips that provide low-friction, recurring value to the user's home screen.
- Emphasizes practical lifestyle methods rather than deep scientific product testing or complex nutritional data analysis.
Jommi UG (haftungsbeschrankt)
This app overlaps with the target's goal of providing nutritional transparency for grocery items and fresh produce.
Differentiators
- Features a search-as-you-type interface that allows for rapid lookup of nutritional facts for fresh produce.
- Provides serving size adjustment tools, allowing users to calculate precise intake based on their specific portions.
Jommi UG (haftungsbeschrankt)
It serves the same audience interested in specific nutritional attributes of food products for diet optimization.
Differentiators
- Offers a comprehensive database specifically filtered for high-protein food sources to aid power diet planning.
- Includes a product alternatives feature that helps users swap lower-quality items for higher-protein options.
Same space(3)
This app operates in the holistic health space, combining nutritional guidance with exercise and mental health support.
Differentiators
- Provides live community support and coaching, which creates a much higher barrier to entry than static databases.
- Integrates mental health tools alongside physical fitness, offering a more comprehensive wellness ecosystem for the user.
It shares the target's focus on long-term health outcomes through lifestyle modeling and data analysis.
Differentiators
- Uses lifespan estimation modeling to gamify health choices, a unique angle compared to simple product verification.
- Focuses on long-term lifestyle impact rather than immediate, single-product nutritional or safety evaluations.
This app is a direct functional peer, using AI to provide health scores for food products via scanning.
Differentiators
- Utilizes instant food scanning technology to provide immediate health scores, significantly reducing user friction at the shelf.
- Features an AI-powered nutrition advisor that offers personalized goal tracking based on the user's specific health profile.
Compare Clean Label Project Mobile 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 Clean Label Project Mobile
Strengths to defend, gaps to attack
Core Strengths
- Science-based testing outcomes provide higher consumer trust than general nutritional data.
- Verified product database functions as a specialized barrier against generic health apps.
Critical Frictions
- Manual search interface creates high friction at the shelf.
- Lack of AI-assisted scanning limits utility compared to peers.
- 0-rating on Android platform indicates low visibility or adoption.
Growth Levers
- 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.
Market Threats
- AI-powered scanning apps like Food Checker are rapidly commoditizing nutritional transparency.
- Competitors with high-frequency AI tools are siphoning engagement from static database apps.
What are the next best moves?
Ship instant food scanning technology because manual search is the top friction point → increase shelf-side utility.
Competitors like Food Checker use scanning to reduce friction, making manual lookup obsolete.
Trade-off: Pause the health news feed expansion — scanning utility has 3x the retention impact.
A counter-intuitive read
The app's lack of monetization is a strategic advantage, as it preserves the organization's objective authority in a category where paid-for health scores often face user skepticism.
Feature Gaps vs Competitors
- Instant food scanning technology (available in Food Checker but absent here)
- AI-powered nutrition advisor (available in Food Checker but absent here)
Key Takeaways
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.
Where Is It Heading?
Stable
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.