HHD Real Estate AI Brief

For 1–2% of Cook County, IL matched sales (2018–2021), broker prices diverge from ground truth by more than 5%.

Coverage errors from missing data and reporting differences range from 12–15% of transactions.

Brokers make identical reporting errors for the same transactions more often than not.

Pipeline tested across 160 reference-based tasks from 29 construction projects using a repeated four-system design.

In the breadth extension, Region-RAG shifted accuracy by -4.1 points (p = 0.209) — a non-significant result.

Exact finding-set recovery remains low; false passes remain common across all tested configurations.

SHIFFT's first commercial deployment in Dubai is targeted before end of 2027.

Venture launched under the Dubai Research, Development and Innovation (RDI) Ecosystem, tied to D33 trade goals.

Platform integrates autonomous driving software, cloud fleet management, and autonomy hardware with existing industrial vehicles.