---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Nommie - AI Calorie Tracker"
bundle_id: "ai.nommie.app"
parent_report: "https://marlvel.ai/api/llm/apps/health-fitness/nommie-ai-calorie-tracker"
canonical_url: "https://marlvel.ai/apps/nommie-ai-calorie-tracker#user-sentiment"
report_date: "2026-09-02"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Nommie - AI Calorie Tracker User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (Medium Confidence: 5 of 5 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.66/5
- **Platform Split:** iOS 4.7/5 (93 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.66/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Nutritional analysis and fasting tracking features provide value for health-conscious users seeking comprehensive data**
- **AI-powered meal snapshot recognition helps users log food intake with minimal manual effort**

### Top Complaints (Impact Areas)

- **UI layout issues on Android devices obscure navigation buttons and prevent access to core camera functions**

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