Proptech
Real estate data APIs with AI — founder-led, exited 2023
Built a proptech SaaS offering AI-enriched real estate data APIs. Designed the ingestion, enrichment, and monetization layers end to end. Acquired in 2023.
Acquired
successful exit in 2023
Founder-led
from zero to revenue to exit
AI-native
product from first principles
Challenge
Real estate data is messy, fragmented across jurisdictions, and largely locked behind legacy providers. Customers wanted clean, enriched, developer-friendly APIs with AI-derived signals on top.
Approach
- Designed ingestion pipelines across MLS, public records, and partner data feeds
- Built ML enrichment layer for valuation signals, property characteristics, and anomaly detection
- Shipped developer-first REST APIs with clear SDKs, docs, and tiered pricing
- Scaled infrastructure on AWS with cost controls and observability baked in
- Operated the business to acquisition in 2023
Outcomes
End-to-end
ownership: product, infra, GTM
Proven
track record building and selling AI products
Stack
AWS
Postgres
Python
ML pipelines
REST APIs
Client
Founder-built proptech startup
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