Proptech
AI property valuation MVP in 8 weeks
8 weeks Time to MVP92% Prediction accuracy99.5% API uptime
The Challenge
The startup needed to validate their AI valuation concept with real users before their seed round, but had no ML engineering capacity in-house.
Our Approach
A 3-person agency team (ML engineer, backend, frontend) built the valuation model, training pipeline, and customer-facing API in 8 weeks.
The Outcome
MVP launched with 92% prediction accuracy, enabling the client to demo to investors and onboard 5 pilot customers.
Technologies Used
Python
PyTorch
FastAPI
React
PostgreSQL
AWS
Timeline
- Discovery & scopeWeek 1
- Model v1 trainedWeek 4
- Production MVPWeek 8