---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Coin Identifier - Coinby"
bundle_id: "app.pixoby.coinby"
parent_report: "https://marlvel.ai/api/llm/apps/utilities/coin-identifier-coinby"
canonical_url: "https://marlvel.ai/apps/coin-identifier-coinby#user-sentiment"
report_date: "2026-09-22"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Coin Identifier - Coinby User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (Medium Confidence: 7 of 7 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.14/5
- **Platform Split:** iOS 4.9/5 (19 ratings) | Android 4.1/5 (1.7K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.14/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **The core coin identification feature provides an engaging experience for users with large coin collections**

### Top Complaints (Impact Areas)

- **Image recognition fails to identify specific coin details like letters and numbers on common currency**

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