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Ai Gluten Free Scanner & Track

Ai Gluten Free Scanner & Track

By Ajay Singh

Ai Gluten Free Scanner & Track is a camera-based ingredient analysis tool for individuals with Celiac disease or gluten sensitivities on iOS.

The App DNA

What makes this app unique?

The app removes the cognitive cost of reading complex ingredient lists for hidden gluten derivatives like barley malt or hydrolyzed wheat protein.

For Individuals with Celiac disease or those following a gluten-free diet.

What does it look like?

Key features

Real-time AI Label Scanningedge

Camera-based analysis of ingredient lists to identify gluten derivatives.

Cross-Contamination Detectionedge

Identifies facility-level warnings and may-contain statements.

Ingredient Educationedge

Highlights problematic ingredients and explains risk levels.

How much does it cost?

freeFree

The app is currently free with no explicit subscription or IAP tiers.

Velocity

Dormant developmentShow more...

The app has seen no development activity for 179 days, falling into the zombie category due to the lack of updates in the last three months. With only a single version released since launch, there is no evidence of ongoing maintenance or feature iteration. The development momentum is currently non-existent.

See all version history

Who built it?

Ajay Singh

4 apps tracked · Health & Fitness

Ai Sugar Free Scanner & DetectAi Sugar Free Scanner & DetectGlycemic Index & Load monitorGlycemic Index & Load monitorVitamin & Supplement TrackerVitamin & Supplement Tracker
Explore the full publisher profile

User Sentiment

What do users think recently?

How are ratings & reviews evolving?

App Store
5.00 · 1

Not enough recent reviews to extract reliable themes yet.

Read the full review analysis

Competition

Competitive landscape for Ai Gluten Free Scanner & Track

How's the Health & Fitness market?

Ai Gluten Free Scanner & Track maintains a 5.0 rating on the iOS store, though the lack of updates since February 2026 limits its competitive standing.

Read the market outlook

The rivals identified

Unlock the deeper market read.

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The Analyst's Read

Key takeaways for Ai Gluten Free Scanner & Track

Where is it heading?

The market for specialized dietary tools is shifting toward integrated health platforms. Ai Gluten Free Scanner & Track remains exposed due to its lack of feature updates, which will likely lead to user attrition as competitors with more frequent release cycles capture the market segment.

  • The six-month development silence suggests the product is in maintenance mode rather than active growth.

The SWOT

Core Strengths
  • AI-driven ingredient analysis provides immediate safety verdicts
Critical Frictions 1 weakness inside
Growth Levers
  • Premium tier for advanced alerts could monetize user base
Market Threats 1 threat identified

Next best moves

1 Maintain · 1 Invest

Audit AI accuracy against current labeling standards because the app has not been updated since February 2026 → maintain user trust

+ 1 more prioritized move

The counter-intuitive read

The lack of monetization is a liability, not an asset…

Read the full take

Since the last report: Development activity remains at a standstill with no functional or pricing changes, while the competitive narrative has hardened to emphasize the risks of a stalled product roadmap.

Bottom line

Ai Gluten Free Scanner & Track provides a clear safety utility, but the six-month development gap creates a significant reliability risk for users with Celiac disease. Transitioning to a sustainable revenue model is necessary to fund the active maintenance required for a health-critical tool.

Unlock 1 critical friction, 1 market threat, 1 more prioritized move and the analyst’s take.

Access the full report for free

Sources

  1. [1] App Store, source

Report last updated

Disclosure: Independent intel to help mobile builders succeed.

AI-powered analysis with automated quality gates, built from publicly available sources. Marlvel.ai is not affiliated with, endorsed by, or sponsored by Ai Gluten Free Scanner & Track, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

What's new

Development activity remains at a standstill with no functional or pricing changes, while the competitive narrative has hardened to emphasize the risks of a stalled product roadmap.

shifted

Threat profile update

shifted

Outlook narrative shift

Cite this report

Marlvel.ai. “Ai Gluten Free Scanner & Track Intelligence Report.” Updated Aug 14, 2026. https://marlvel.ai/apps/ai-gluten-free-scanner-track

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