---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Cost Estimator▸Estimate Maker"
bundle_id: "aicostestimator.roninoy.com"
parent_report: "https://marlvel.ai/api/llm/apps/productivity/cost-estimator-estimate-maker"
canonical_url: "https://marlvel.ai/apps/cost-estimator-estimate-maker#user-sentiment"
report_date: "2026-08-22"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Cost Estimator▸Estimate Maker User Sentiment (section of intelligence report)"
---

## 🔴 User Sentiment (Medium Confidence: 9 of 9 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.8/5
- **Platform Split:** iOS 4.8/5 (599 ratings)
- **Overall Sentiment:** Frustrated
- **Note:** The 4.8/5 store rating reflects cumulative history, while the Frustrated sentiment reflects recent user reviews analyzed by our AI pipeline.

### Top Praises
- **The automated quote generation provides accurate pricing and material lists for professional job bidding**

### Top Complaints (Impact Areas)

- **Frequent forced logouts disrupt business operations and prevent timely responses to customer quote requests**

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