AI Data Infrastructure Service

Real Estate Intelligence,
Engineered.

Moving the built world into the AI era. We architect institutional-grade data infrastructure, replacing static spreadsheets with live pipelines and intelligent systems for AI optimization.

Enterprise Data Engineering

An AI consultant is only as good as the data it reads. We help institutional real estate firms build the automated, clean data pipelines necessary to get AI-Ready.

Automated Workflows

Replacing manual spreadsheet processes with robust, automated pipelines that reduce error and save hundreds of hours across real estate and infrastructure.

AI-Ready Infrastructure

Building scalable data warehouses and lakes (BigQuery, Snowflake) that structure your physical and financial assets for immediate AI ingestion.

Custom Applications

Developing tailored web applications for internal tooling, client portals, and complex spatial data visualization.

Asset Engineering

Translating complex financial and environmental models into code for real-time scenario analysis across the built world.

Core Languages

  • Python
  • SQL
  • TypeScript
  • Rust

Data Engineering

  • dbt
  • Airflow
  • BigQuery
  • Snowflake
  • Postgres

Web & Viz

  • Next.js
  • React
  • Tableau
  • PowerBI
  • Tailwind

Infrastructure

  • AWS
  • Docker
  • Terraform
  • Google Cloud

Selected Projects

Engineering case studies across data infrastructure and asset valuation.

Urban Assets

Predictive Mixed-Use Demand Model

Nashua, NH

Dynamic demand modeling for a 40-acre lifestyle center. Integrated tax migration flows and real-time competitor scraping to validate a 15% rent premium based on cross-border arbitrage.

PythonCensus APIIRS Migration DataCoStar
Technical Focus

Data Architecture for a Capital Advisory Firm

Distributed Architecture

Data architecture for a capital advisory firm. Implemented a data warehouse and ETL pipeline to aggregate and analyze data from multiple sources.

PythonSQLData WarehousingETLData Visualization
Fintech Focus

Treasury Infrastructure for Underwriting

Multi-Party Platform

Designed the business logic and treasury layer for a real estate development firm, focusing on automated systems and workflows to optimize underwriting and closing processes.

Financial ModelingSettlement LogicSystem Arch
Urban Assets

Automated Underwriting Pipeline

National Scale

End-to-end acquisition pipeline processing 100+ deals weekly. Auto-generating initial investment memos and sensitivity tables for investment committee review.

PythonExcel IntegrationCash Flow Modeling
Natural Assets & Ag

Agricultural Yield vs. Land Value Model

Midwest Portfolio

Real-time crop yield monitoring system integrating satellite imagery and public filings to predict farmland valuation adjustments 6 months in advance.

USDA APIPredictive ModelingSpatial Data
AI & Analytics

AI Market Brief Engine

National Scale

Multi-agent AI system that synthesizes nine government data sources into structured market intelligence briefs — sourced, analyzed, and delivered in under 5 minutes.

LangGraphFastAPIFREDBLSHUDCensus
Leadership

Built with Experience.

JRE Analytics is led by Sam Jakshtis, a data engineer and asset valuation specialist focused on bringing institutional-grade research infrastructure to the allocator community.

With a background in high-performance data systems, Sam built JRE to close the gap between the research capabilities of large institutions and what independent allocators actually have access to.

Sam Jakshtis
Sam Jakshtis
Principal