---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Ratio"
bundle_id: "com.wubbahed.ratio"
parent_report: "https://marlvel.ai/api/llm/apps/food-drink/com-wubbahed-ratio"
canonical_url: "https://marlvel.ai/apps/com-wubbahed-ratio#user-sentiment"
license: CC-BY-NC-4.0
citation: "Marlvel.ai — Ratio User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (High Confidence: 80 reviews) {#user-sentiment}
- **Overall Rating:** 4.7/5
- **Platform Split:** iOS 4.3/5 (16 ratings) | Android 4.8/5 (64 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.7/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **Valuable Concept** | *Evidence:* "I love the idea of ratios in cooking and knowing the proper ratio for what you're making is empowering."
- **Useful Reference** | *Evidence:* "This is an excellent cheat sheet. Works very well."

### Top Complaints (Impact Areas)
- **Lack of Customization** | *Evidence:* "Without the ability to save a custom ratio or recipe... this app has little value."
- **Poor Value for Price** | *Evidence:* "Too minimal for a $5 app. I regret this purchase."
- **Technical Bugs and Stability** | *Evidence:* "The custom ratios all reset to 1:1:1 and 20 as a unit."