---
source: marlvel.ai
type: app_intelligence_section
content_version: "v2"
section_slug: "sentiment"
section_label: "User Sentiment"
section_anchor: "#user-sentiment"
app_name: "Filter and Wiper Part Lookup"
bundle_id: "com.verticaldev.valvoline"
parent_report: "https://marlvel.ai/api/llm/apps/reference/filter-and-wiper-part-lookup"
canonical_url: "https://marlvel.ai/apps/filter-and-wiper-part-lookup#user-sentiment"
report_date: "2026-08-29"
license: CC-BY-NC-4.0
citation: "Marlvel.ai - Filter and Wiper Part Lookup User Sentiment (section of intelligence report)"
---

## 🟡 User Sentiment (High Confidence: 31 of 31 reviews analyzed) {#user-sentiment}
- **Overall Rating:** 4.16/5
- **Platform Split:** iOS 3.5/5 (16 ratings) | Android 4.2/5 (119 ratings)
- **Overall Sentiment:** Mixed

### Top Praises
- **Field technicians rely on the part lookup tool to accelerate daily vehicle maintenance workflows**
- **The application provides critical vehicle data for newer models missing from traditional paper charts**

### Top Complaints (Impact Areas)

- **Frequent application crashes following the latest update prevent technicians from accessing critical vehicle part data**

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