Problem
New-building real-estate projects are often fragmented across pages, subprojects, image galleries, and inconsistent metadata.
AI Products
Neubaufee
Neubaufee was a product and backend-pipeline experiment around new-building real-estate projects. The pipeline could explore projects with subprojects, scrape images from new-building project pages, and classify those images with a multimodal model. I stopped the project because the pipeline was quite token-hungry and I wanted to focus my time somewhere else.
StoppedarchivedUpdated Apr 19, 2026
Solution
A backend pipeline that explored project structures, handled subprojects, scraped images, and used multimodal classification to understand project imagery.
Architecture
A backend pipeline for discovering new-building projects and subprojects, scraping project imagery, enriching the data, and classifying images with a multimodal model.
Lessons learned
The pipeline worked, but it was token-hungry. That made the economics and time investment less attractive, so I stopped the project and moved my focus elsewhere.