---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Smart Receipts: Expenses & Tax"
bundle_id: "co.smartreceipts.ios"
parent_report: "https://marlvel.ai/api/llm/apps/finance/co-smartreceipts-ios"
canonical_url: "https://marlvel.ai/apps/co-smartreceipts-ios#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Smart Receipts: Expenses & Tax User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 72 of 105 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.66/5
- **Platform Split:** iOS 4.8/5 (12.6K ratings) | Android 4.5/5 (9.9K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.66/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Digital receipt organization provides significant value for business expense tracking and reimbursement workflows**

### Top Complaints (Impact Areas)
- **Aggressive subscription paywalls restrict core scanning features previously available to long-term free users**

### Top Requests (What Users Want)
- **Offline manual backup functionality requested to ensure data ownership and portability between devices**

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