Sounok Sarkar
I’m an AI engineer with a background in AEC and proptech, most recently at Autility, where I developed and deployed deep learning and LLM-driven solutions that streamlined building workflows and reduced project…
About
I’m an AI engineer with a background in AEC and proptech, most recently at Autility, where I developed and deployed deep learning and LLM-driven solutions that streamlined building workflows and reduced project timelines from weeks to hours. Passionate about applying AI to the built environment, I focus on turning complex technical ideas into practical tools that create measurable impact in construction, energy, and property technology.
- 7 years' experience
- Joined September 2025
Industry experience
- Software & Internet
- Real Estate & Construction
- Professional Services
- Education
- Media & Entertainment
Work experience· 8 roles
Developed a full-stack cross-platform web application acting as an App Store for BIM, enabling enterprises and collaborators to create organizations, perform custom user management, and do version control for Autodesk plugins. Improved client UX by reducing time spent managing plugins. Built a 3D model viewer (Three.js/WebGL), client dashboards, and interoperability plugins for BIM software applications.
Implemented and evaluated deep learning models (Mask R-CNN and YOLO-vX) for custom object segmentation from client images. Built an end-to-end deployment pipeline using FastAPI and Google Cloud Platform, plus a dynamic frontend for interactive result modification. Reduced IFC building creation time from about a week to a few hours. Orchestrated RAG-based LLM workflows (LangChain, Vespa DB, Redis) within a Django platform, supporting 100+ users and 10k+ ingested documents; improved retrieval with semantic reranking and ensured reliability through Kubernetes monitoring. Contributed features include conversation summarizer, image descriptor, and guided incident detection from building management docs using the GPT-4 API; the incident detector reduced task time from over an hour to minutes and helped win pilot customers.
Developed a platform serving as an Appstore for BIM enabling enterprise user management and version control for Autodesk plugins. Delivered full-stack cross-platform web applications including a 3D model viewer with Three.js/WebGL and BIM interoperability plugins, enhancing project lifecycle tracking and client management capabilities.
Education
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