High confidence · 51 reviews analyzed · Based on 51 reviews. Signal may be noisy.
Recent user voice shows a upset sentiment. Users appreciate efficient inventory counting for specific industrial materials like pipe and rebar saves significant manual labor time, but report inaccurate object detection and counting failures render the tool unreliable for professional inventory management tasks and predatory subscription billing practices and forced credit card entry create significant friction for new users.
Rating: 4.3
Reviews: 51
Confidence: high
How did the latest release land?
Sentiment over time
Weekly average rating and review volume across stores, last 90 days.
How have ratings & review volume moved?
Rating, review sentiment, and total reviews over time, with release markers showing the post-launch impact.
Vertical markers = app releases. Hover any release for the post-release impact delta.
Review themes
What users love
- Efficient inventory counting for specific industrial materials like pipe and rebar saves significant manual labor time
- “Users in shipping and construction report saving hours of manual counting time”
- “The application successfully identifies and counts specific industrial materials like pipe and rebar”
Common complaints
- Inaccurate object detection and counting failures render the tool unreliable for professional inventory management tasks
- “Users report the app fails to count objects accurately or misses them entirely”
- “The software struggles to distinguish items in non-ideal or outdoor conditions”
- Predatory subscription billing practices and forced credit card entry create significant friction for new users
- “Users express frustration over being forced into subscriptions to test the app”
- “Reports of being charged immediately despite trial offers or cancellation requests”
Most requested
- Toggleable opacity for count overlays would allow users to verify accuracy against the original image
- “Users suggest adding a way to adjust the visibility of the count numbers”
- “A toggle for the overlay would help identify false positives during the counting process”