---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Lifesum: AI Calorie Counter"
bundle_id: "com.sillens.iShape"
parent_report: "https://marlvel.ai/api/llm/apps/health-fitness/com-sillens-ishape"
canonical_url: "https://marlvel.ai/apps/com-sillens-ishape#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Lifesum: AI Calorie Counter User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 98 of 98 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.65/5
- **Platform Split:** iOS 4.6/5 (149.2K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.65/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Long-term users value the core calorie and macro tracking utility provided by the application**
- **Barcode scanning functionality remains a reliable tool for quick food entry in the free version**

### Top Complaints (Impact Areas)
- **Forced AI integration post-update creates significant usability friction and inaccurate nutritional data logging**
- **Persistent technical instability including frequent crashes and forced logouts degrades the daily tracking habit**

### Top Requests (What Users Want)
- **Users request the ability to set custom water vessel sizes for more accurate hydration tracking**

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