How Toptal Designed a Human-in-the-Loop Dashboard to Resolve AI Image Recognition Errors

By: GoBeyond Team
July 27, 2025
3 min read
Toptal AI image recognition dashboard UI

Quick Overview

Toptal designed a dashboard UI for a US startup to help human operators monitor and resolve AI image recognition errors in real time. The dashboard visualized exceptions, progress, and resolutions, improving transparency and enabling faster human-in-the-loop corrections.

Toptal (for US Startup)
Toptal (for US Startup)
Company Size
Not publicly disclosed
Revenue Range
Not publicly disclosed
Primary Challenge
Real-time monitoring and correction of AI image recognition errors
Key Metrics

- Real-time exception tracking
- 50% faster error resolution
- Improved operator efficiency

The Problem

AI systems misclassified images and operators lacked efficient tools for review and correction

The Solution

Developed interactive dashboard for exception visualization, progress tracking, and streamlined labeling workflow

Results

- 2x faster exception resolution
- 35% reduction in misclassifications
- Improved transparency and user experience

Details

Industry
Technology & SaaS
Departments
Sales & Lead Generation
Data & Analytics
Use Cases
No items found.
Tags
Machine Learning
Time-Saving
Cost Reduction
AI Tools Used
No items found.
Sources
https://www.toptal.com/designers/dashboard-design/dashboard-design-case-study

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