---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Chatbot AI - Smart Search Bot"
bundle_id: "com.codespaceapps.aichat"
parent_report: "https://marlvel.ai/api/llm/apps/productivity/chatbot-ai-smart-search-bot"
canonical_url: "https://marlvel.ai/apps/chatbot-ai-smart-search-bot#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Chatbot AI - Smart Search Bot User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 100 of 105 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.38/5
- **Platform Split:** iOS 4.7/5 (14.4K ratings) | Android 4.4/5 (869.3K ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.38/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Versatile AI assistance for daily tasks and professional writing projects**

### Top Complaints (Impact Areas)
- **Aggressive subscription billing practices and lack of transparent trial terms**

### Top Requests (What Users Want)
- **Bulk export functionality for copying entire chat threads at once**

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