Case study / Sep.2024 / Dev & AI / Client: BTP Consultants
Floorplan Automation Pipeline
At BTP Consultants, I upgraded an existing AI workflow into a production-ready floorplan verification pipeline used by technical controllers. Before this project, controllers had to open plan PDFs, switch to a verification website, select plan areas manually, and run geometric checks one by one. I handled the existing codebase and end-to-end data flow: PDF intake, polygon extraction through Kreo, post-processing to improve polygon classification and metadata enrichment, then rule-based verification for PMR and fire safety, followed by reporting. The system reduced repetitive low-value manual work and improved verification speed and consistency.
01 / Brief
Solution
At BTP Consultants, I upgraded an existing AI workflow into a production-ready floorplan verification pipeline used by technical controllers. Before this project, controllers had to open plan PDFs, switch to a verification website, select plan areas manually, and run geometric checks one by one. I handled the existing codebase and end-to-end data flow: PDF intake, polygon extraction through Kreo, post-processing to improve polygon classification and metadata enrichment, then rule-based verification for PMR and fire safety, followed by reporting. The system reduced repetitive low-value manual work and improved verification speed and consistency.
02 / Constraints
Problem
- Handling false polygons and wrong classifications before compliance checks
- Modeling geometric rules in a polygon-heavy environment
- Interpreting business context where some norms are subject to interpretation
- Optimizing algorithms to reduce waiting time for users
03 / System
Architecture / workflow
- PDF deposit and polygon extraction pipeline connected to Kreo
- Post-processing for polygon relations and metadata enrichment (room-in-flat, main door, geometry context)
- Rule-based compliance checks for PMR accessibility and fire safety
- Verification report generation for technical controllers
04 / Evidence
Results / impact
- 30% productivity increase on floorplan verification workflows
- 90,000 hours of time saved
- ~2 million euros in economic gains
- Major reduction of repetitive low-value manual checks
05 / Gallery