Asset Risk Assessment — Real-estate Analysis Platform

The challenge

Real-estate risk assessment depends on information distributed across documents and external sources. During the MVP stage, the product needed a service foundation that could retrieve relevant facts, combine them, and make the result useful for analysis.

My role

As a founding engineer, I architected the core service platform during the MVP stage and developed both the backend system and its document-processing pipeline.

Approach

• Used large language models to retrieve information from source documents.
• Integrated multiple data sources to enrich the information available for assessment.
• Designed the core backend services needed to support the first working product.

Outcome

The work established the technical foundation for the MVP, connecting document intelligence and data enrichment in a single real-estate analysis workflow.

Content to add: the source types, architecture, analyst workflow, validation approach, and measurable MVP outcomes that are safe to publish.

What I learned

At MVP stage, architecture is most valuable when it makes the central user workflow possible and leaves the team room to learn from real use.