---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "CallerSmart: Reverse Lookup"
bundle_id: "com.callersmart.CallerSmart"
parent_report: "https://marlvel.ai/api/llm/apps/utilities/callersmart-reverse-lookup"
canonical_url: "https://marlvel.ai/apps/callersmart-reverse-lookup#user-sentiment"
report_date: "2026-08-13"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - CallerSmart: Reverse Lookup User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 49 of 49 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.55/5
- **Platform Split:** iOS 4.6/5 (14.9K ratings)
- **Overall Sentiment:** Upset
- **Note:** The 4.55/5 store rating reflects cumulative history, while the Upset sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Long-term users recall the original version as a highly effective tool for identifying unknown callers**

### Top Complaints (Impact Areas)

- **Aggressive paywall transitions prevent users from accessing basic caller identification features without a subscription**

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