---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "AI Calorie Tracker by Eatwise"
bundle_id: "com.visionwizard.eatwise"
parent_report: "https://marlvel.ai/api/llm/apps/health-fitness/calorie-counter-eatwise-ai"
canonical_url: "https://marlvel.ai/apps/calorie-counter-eatwise-ai#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — AI Calorie Tracker by Eatwise User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 72 of 111 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.58/5
- **Platform Split:** iOS 4.7/5 (1.7K ratings) | Android 4.6/5 (18.3K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.58/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **AI-driven food logging provides a convenient way to track daily nutritional intake without manual entry**

### Top Complaints (Impact Areas)
- **Account access failures and password reset malfunctions prevent users from logging into their purchased subscriptions**
- **Inaccurate nutritional calculations and AI recognition errors undermine the reliability of the calorie tracking data**

### Top Requests (What Users Want)
- **Improved customer support responsiveness for resolving billing disputes and account recovery issues**

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