
Successfully showcased our PropTech innovations at Berkeley SkyDeck Batch 19 Demo Day, marking our graduation from this prestigious accelerator program.



Engineered a solution combining RAG-based chatbot with agentic workflows to analyze construction bids. The system extracts and compares critical metrics from multiple documents using Mistral OCR and fine-tuned LLMs on VLLM, enabling data-driven bid selection.

Started working on Price forecasting system, using advanced time series models (LSTM, ARIMA) and specialized temporal models like Chronos.
Launched our production AI takeoff system that automatically extracts quantifiable data from construction plans. Optimized for performance with C++ inference servers and Protocol Buffers for efficient data exchange.

Created an autonomous agent that gathers pricing data for over 17,000 construction materials using browser automation. This provides real-time cost estimates for more accurate project budgeting.

Implemented a retrieval-augmented generation system that converts minimal Revit material descriptions into precise CSI codes. Achieved sub-300ms latency using a fine-tuned Llama 3.1 model.
Developed a free resource for Los Angeles wildfire victims that streamlines reconstruction planning. The GIS-integrated tool provides accurate rebuilding cost estimates from just an address, while offering insurance navigation support and budget management features. Project featured on AP News.

Began development on computer vision systems for construction takeoffs using R-CNN models and OCR techniques. This initiative focuses on automated data extraction from construction documents with intelligent information retrieval and insight generation.



Joined Berkeley SkyDeck accelerator, gaining access to vital startup resources including mentorship, funding opportunities, and industry connections to accelerate our growth.

AI feature development and research lead for Floz's AI products. Milestones to achieve: AI takeoff and estimating tool, AI-powered design assistant, and Agentic project management.
Spearheaded full-stack development of Quotr, Floz's flagship AI-powered takeoff and estimating platform for the construction industry.