Report updated Mar 31, 2026

What Is Healthy Food Scanner - OnFork?

OnFork is a Health & Fitness application designed to serve as a comprehensive nutrition assistant. By leveraging AI-powered scanning technology, the app allows users to analyze food items, barcodes, and meals to identify allergens, additives, and nutritional macros. It targets health-conscious individuals and those with specific dietary restrictions who require on-the-go nutritional verification. Positioned as a "smart nutrition partner," the app differentiates itself through its AI Food Coach, which provides personalized, science-backed insights and meal analysis. While the app boasts a strong 4.74-star rating, it faces significant challenges regarding database depth and user acquisition friction.

What users think iIndependent intel reports to help builders create better apps or enhance existing ones. Still in beta, accuracy and relevancy get better every day. For informational purposes only.

Frustrated
Utility for Dietary Tracking
Incomplete Database... Show more

What are the key features?

AI Food CoachDifferentiator

Interactive AI assistant that provides science-backed nutrition answers, meal analysis via photo uploads, and personalized recipe ideas.

Smart Food ScannerStandard

Instant analysis of food items, barcodes, or entire meals to identify allergens, additives, and nutritional macros.

Allergen DetectionStandard

Customizable dietary restriction profiles that automatically flag harmful ingredients in scanned products.

Smart Search & Top PicksStandard

Comparison tool for products based on nutrition scores, featuring expert-curated recommendations.

Ingredient & Additive AnalysisDifferentiator

Detailed breakdown of ingredients with risk-level assessments and plain-language health insights.

What do users think? iIndependent intel reports to help builders create better apps or enhance existing ones. Still in beta, accuracy and relevancy get better every day. For informational purposes only.

Frustrated

Recent user voice shows a frustrated sentiment. Users appreciate utility for dietary tracking and ease of use, but report incomplete database and aggressive subscription/billing practices.

What Users Love

Utility for Dietary Tracking

I’m able to stay on track with my diet it really does indicate all the unhealthy ingredients in your food

I have a nut allergy... now I just scan and it tells me if something’s safe.

Ease of Use

The scan feature works FAST, and I like that I can just take a pic of my meal

Super easy to use & actually useful.

Pain Points

Incomplete Database

I scanned 10 of my vitamins... only one of them was in the database!

Heck, it doesn’t recognize 90% of everything you scan.

Aggressive Subscription/Billing Practices

Once you download the app for the trial you’re instantly out $33.03.

Doesn’t mention being a charge for use app... can’t even try it without committing to spend money.

High confidence · 40 reviews available

What are the pros and cons?

Pros

  • High-quality UI/UX that makes complex nutritional data accessible.
  • Strong AI integration for photo-based meal analysis.
  • High initial user satisfaction regarding the core scanner concept.

Cons

  • Severe database coverage gaps, particularly for supplements.
  • Aggressive, high-friction monetization strategy leading to negative reviews.
  • Potential churn due to 'no info found' results during scans.

What is the market outlook?

Growth Opportunities

  • Expand database coverage to include a wider range of global and supplement brands.
  • Implement a more transparent, user-friendly trial experience.
  • Integrate with wearable health data to provide a holistic health ecosystem.

Market Threats

  • Established competitors with larger, crowd-sourced food databases.
  • Growing user skepticism toward subscription-first utility apps.
  • Negative sentiment impacting App Store visibility and conversion.

What are the key takeaways?

Healthy Food Scanner - OnFork is a frustrating health & fitness app that is available. With a 4.7/5 rating from 2K reviews, it frustrates many users from users. Users particularly appreciate utility for dietary tracking, though incomplete database remains a common concern.

Best for: Health-conscious individuals, people with specific dietary restrictions or allergies, and those looking to improve their eating habits through data-driven insights.

How much does it cost?

Model: subscription

Tiers:
Free access to basic scanning featuresPremium subscription for unlimited access to advanced AI features and detailed analysis

The app utilizes a freemium model that gates advanced AI-driven insights and unlimited usage behind a subscription, typical for AIBY's utility-focused app portfolio.

iOS Version

2.10

Release Date

Jan 17, 2025

iOS Price

Free

Developer

AIBY

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No publisher influence. No third-party bias. Built with objectivity in mind to serve the builder community. Reports are continuously improved and refined. For informational purposes only.

Hope this helps & keep building! · Found an error?

Cite this report

Marlvel.ai. “Healthy Food Scanner - OnFork Intelligence Report.” Updated Mar 31, 2026. https://marlvel.ai/intel-report/health-fitness/healthy-food-scanner-onfork

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