---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Rock ID - Stone Identifier"
bundle_id: "app.rockid"
parent_report: "https://marlvel.ai/api/llm/apps/education/rock-id-stone-identifier"
canonical_url: "https://marlvel.ai/apps/rock-id-stone-identifier#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Rock ID - Stone Identifier User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 60 of 121 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.33/5
- **Platform Split:** iOS 4.4/5 (2.9K ratings) | Android 4.3/5 (7K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.33/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **The core identification feature provides quick results for users who capture clear, high-quality photographs**

### Top Complaints (Impact Areas)
- **Inaccurate identification results across multiple attempts on the same specimen frustrate users seeking reliable data**
- **Aggressive paywall mechanics and subscription traps prevent users from testing the core functionality effectively**

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