HHD Real Estate AI Brief

AI was unable to search 8% of files due to absent title plant data.

Involuntary lien detection carried an issue fail rate exceeding 36%.

DataTrace manages more than 2,000 title plants nationally and self-funded the study.

Scale estimated within 0.1% of reference on every drawing in the held-out set.

Recall/precision: 0.922/0.997 for columns, 1.000/1.000 for walls and braces.

Five entity classes detected without task-specific detector training or fine-tuning.

Mischief VC — Plaid CEO Zach Perret's fund — joined three repeat backers alongside S3 Ventures.

BoomCRM is built on Boom's existing underwriting engine, targeting agentic leasing and touring workflows.

Boom covers roughly 500,000 units across 400+ operators, including 25%+ of the top 40 SFR third-party operators.