---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Demandforce"
bundle_id: "com.internetbrands.dflive"
parent_report: "https://marlvel.ai/api/llm/apps/business/demandforce"
canonical_url: "https://marlvel.ai/apps/demandforce#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Demandforce User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (Low Confidence: 8 of 8 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.56/5
- **Platform Split:** iOS 4.6/5 (169 ratings) | Android 4.0/5 (17 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.56/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Business owners value the ability to manage appointments and patient communication while away from the office**

### Top Complaints (Impact Areas)
- **Frequent application crashes and slow data retrieval hinder daily clinical scheduling workflows**
- **Calendar synchronization failures cause appointments to disappear from the current day view**

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