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NutriScan AI – Food Scanner

NutriScan AI – Food Scanner

By Adrian Miguel

NutriScan AI is a food-scanning utility for iOS that provides ingredient-level nutritional analysis via barcode lookup.

The App DNA

What makes this app unique?

The app removes the cognitive cost of deciphering complex nutrition labels, serving users who prioritize ingredient transparency over marketing claims.

For Health-conscious consumers seeking transparency regarding ingredients and nutritional quality in packaged foods.

What does it look like?

Key features

Barcode Scannerstandard

Instant product identification via camera-based barcode lookup, driving daily session frequency and ad-impression inventory.

Nutritional Analysisedge

AI-generated breakdown of ingredients and hidden sugars, gating advanced AI questions behind a premium subscription.

Scan Historystandard

Local storage of product data, creating a retention loop by building a personal dietary history.

How much does it cost?

freemiumFree tier with limited daily scans and adsPRO subscription with increased scan limits and no ads

The freemium model gates scan volume and ad-free access behind a recurring subscription.

Velocity

Dormant developmentopaqueShow more...

NutriScan AI has seen no development activity for 251 days. With only a single version release in the observed window, the app has effectively ceased updates. There is no evidence of ongoing maintenance or feature development, placing the project in a dormant state.

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Who built it?

Adrian Miguel

1 app tracked · Health & Fitness

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User Sentiment

What do users think recently?

How are ratings & reviews evolving?

App Store
0.00 · 0

Not enough recent reviews to extract reliable themes yet.

Read the full review analysis

Competition

Competitive landscape for NutriScan AI – Food Scanner

How's the Health & Fitness market?

NutriScan AI occupies a niche in the Health & Fitness category, relying on a freemium model that gates advanced AI analysis. The eight-month release gap suggests a static market position that risks losing share to more frequently updated category rivals.

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The rivals identified

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The Analyst's Read

Key takeaways for NutriScan AI – Food Scanner

Where is it heading?

The health-tracking market is consolidating around high-frequency AI updates, leaving NutriScan AI's static feature set increasingly exposed. Without a return to active development, the app will likely see continued user attrition as more dynamic alternatives capture the health-conscious segment.

  • The eight-month release gap suggests the developer has shifted focus, which will likely accelerate churn as category rivals continue to iterate.

The SWOT

Core Strengths
  • Barcode-based ingredient lookup drives daily session frequency
Critical Frictions 1 weakness inside
Growth Levers
  • Expanding regional food databases could capture underserved segments
Market Threats 1 threat identified

Next best moves

1 Invest

Ship a feature-update sprint because the eight-month release gap signals maintenance mode → restore user trust and retention

The counter-intuitive read

The app's silence is a greater threat than its feature set…

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Bottom line

NutriScan AI's ingredient-transparency mechanism provides clear value, but the eight-month development silence leaves the app vulnerable to more agile competitors. A feature-update sprint would address the stagnation risk before the user base migrates to more frequently updated alternatives.

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

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Sources

  1. [1] App Store
  2. [2] Developer website, 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 NutriScan AI – Food Scanner, its developer, the app publisher, Apple, or Google Play. All trademarks, logos, and screenshots referenced remain the property of their respective owners.

Cite this report

Marlvel.ai. “NutriScan AI – Food Scanner Intelligence Report.” Updated Oct 5, 2026. https://marlvel.ai/apps/nutriscan-ai-food-scanner

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