Machine Learning-Powered Estimation Software for Stevens Industries

The client:

Stevens Industries is the largest commercial casework and architectural millwork manufacturer in the United States.

The goal:

Their vision was to implement automation to help replicate the skillset and duties being performed by their current estimation team with a goal of at least a 20% reduction in time to complete the task.

The result: 

For Stevens’ staff, prior to creating the ML model, it took 2 to 6 hours to complete the review process. With the ML model in place, the review process now takes less than 10 minutes.

// Tech

• React, Python, YOLO5, GitHub Actions, Docker, AWS

// Team

• Part-time Engineering Manager
• Frontend Team [React Eng. + UI/UX]
• Backend Team [Tech Lead, Python Engineer]
• ML Team [ML Teach Lead, ML Engineer]
• 1 DevOps/MLOps
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