---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Healthy Food Scanner - OnFork"
bundle_id: "com.aiby.NutritionAssistant"
parent_report: "https://marlvel.ai/api/llm/apps/health-fitness/healthy-food-scanner-onfork"
canonical_url: "https://marlvel.ai/apps/healthy-food-scanner-onfork#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Healthy Food Scanner - OnFork User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 44 of 44 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.72/5
- **Platform Split:** iOS 4.7/5 (2.2K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.72/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Fast scanning functionality provides quick nutritional insights for users tracking their daily food intake**
- **Allergen detection capabilities offer peace of mind for individuals managing specific dietary restrictions**

### Top Complaints (Impact Areas)
- **Database coverage gaps cause frequent scan failures for common grocery and supplement products**
- **Aggressive subscription paywalls immediately following download frustrate users who want to test functionality**

<!-- /section:sentiment -->
<!-- section:swot -->