Togal.AI vs On-Screen Takeoff: A Comparative Analysis of Time Efficiency and Accuracy
Published: December 30, 2025
Type: Research Paper
Topics: AI Tools • Construction Education • Construction Technology • Estimating • Productivity • Quantity Takeoff
Practical Summary
Using Togal.AI delivered about 70% time savings for common takeoff tasks while keeping accuracy within ~5% compared to On-Screen Takeoff, with the biggest discrepancies showing up in smaller quantities. The paper emphasizes that AI improves productivity when paired with human review and manual adjustments, rather than replacing professional judgment.
Suggested Citation
Marulanda S., V. V., Lines, B., Kassa, R., Smithwick, J., & Sullivan, K. (2025, December 30). Togal.AI vs On-Screen Takeoff: A Comparative Analysis of Time Efficiency and Accuracy. Simplar Journal of Applied Research and Practice, Volume 1, Issue 1.