---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Open Food Facts"
bundle_id: "org.openfoodfacts.scanner"
parent_report: "https://marlvel.ai/api/llm/apps/health-fitness/open-food-facts"
canonical_url: "https://marlvel.ai/apps/open-food-facts#user-sentiment"
report_date: "2026-09-20"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Open Food Facts User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 70 of 77 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 3.99/5
- **Platform Split:** iOS 4.4/5 (140 ratings) | Android 4.0/5 (7.6K ratings)
- **Overall Sentiment:** Frustrated

### Top Praises
- **Nutritional transparency regarding ultra-processed ingredients helps health-conscious users make informed daily grocery shopping decisions**
- **Collaborative database model allows users to contribute missing product information to the global food repository**

### Top Complaints (Impact Areas)

- **Barcode scanner frequently fails to identify common products, forcing users to manually input data repeatedly**

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