Estimating Software Requirements for Door Hardware Distributors
Door distributors need software that reconciles specs, schedules, and plans simultaneously.
Marcus Thibodeau
Staff Writer, AI & Emerging Construction Platforms
Marcus Thibodeau
Based in Atlanta, Marcus covered enterprise SaaS for a regional business journal for six years before narrowing his beat to construction technology in 2020; he tracks how machine-learning tools are being layered onto estimating, specification, and cost-reconciliation workflows across both vertical and horizontal market segments.
5 stories
Multi-Trade Contractors Evaluating Specialty Software Stacks
Why specialty software beats broad platforms for door hardware takeoffs.
Marcus Thibodeau
How Vertical Modules in Broad Platforms Are Built
Division 8 takeoff requires reconciling two documents, not counting from one.
Marcus Thibodeau
AI Confidence Scores in Construction Takeoff Output
High-confidence AI detections still miss what specs don't show on drawings.
Marcus Thibodeau
Natural Language Specification Parsing in Estimating AI
Machines need to grasp spec structure before they can accurately price hardware.
Marcus Thibodeau