From raw data to done deals.

Data & AI Consulting

Built for real estate brokers, investors, and data teams. Turning hard-to-find data into market studies, deal screens, and AI tools that win deals.

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Services

Four ways to put data to work. Click a service for details.

Includes

  • Demand, supply, and pipeline analysis from public and alternative data
  • Exhibit-ready charts, maps, and one-pagers for OMs and pitches
  • Full methodology and underlying data included

Includes

  • Off-market screens scoring distress and opportunity signals
  • Independent checks on rent, occupancy, and demand assumptions
  • Ranked candidates with per-property evidence

Includes

  • Production-grade, reproducible pipelines over any data: client-proprietary, financial models, public, and alternative sources
  • Interactive dashboards and map-based (GIS) web apps
  • Documented handoff or ongoing maintenance

Includes

  • AI readiness assessment and use-case roadmap, prioritized by ROI
  • Agentic workflow design and build: underwriting, zoning, document automation
  • LLM and document-AI evaluation with human-validated benchmarks
  • Data strategy, vendor evaluation, and fractional data science support

Scope, timeline, and pricing are tailored to each engagement and discussed on the intro call.

Selected Work

Details anonymized.

Hotel OM demand story

Alternative data signals traced rising visitor demand around a hotel site months before official counts confirmed it, anchoring the offering memorandum's central argument.

Off-market deal screen

A multi-signal screen surfaced ranked off-market candidates ahead of the market, across multifamily, office, hotels, single-family and affordable housing, and cold storage.

Agentic underwriting workflow

Production ML models and LLM-powered agentic workflows automated zoning analysis and go/no-go underwriting screens across residential property types and land.

About

Veronica Lee

Veronica Lee is a real estate data scientist advising investors, brokerages, and technology teams…

Before founding her practice, she was a Vice President and Senior Data Scientist at Clarion Partners…