---
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 - Search Assistant"
bundle_id: "com.codespaceapps.aichat"
parent_report: "https://marlvel.ai/api/llm/apps/productivity/chatbot-ai-search-assistant"
canonical_url: "https://marlvel.ai/apps/chatbot-ai-search-assistant#user-sentiment"
report_date: "2026-09-01"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Chatbot AI - Search Assistant User Sentiment (section of intelligence report)"
---

## 🟡 User Sentiment (High Confidence: 72 of 99 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.39/5
- **Platform Split:** iOS 4.7/5 (14.7K ratings) | Android 4.4/5 (886.3K ratings)
- **Overall Sentiment:** Mixed

### Top Praises
- **The AI assistant provides concise and accurate information that helps users organize their professional and personal projects**
- **Conversational capabilities feel human-like and initiative-taking when exploring complex topics like exoplanets or creative writing**

### Top Complaints (Impact Areas)

- **Users report the app fails to recognize existing web subscriptions, forcing them to pay again or preventing login**

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