HHD Real Estate AI Brief

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

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

AI could not search 8% of the 200 files due to absent title plant or normalised datasets.

Mischief VC — Plaid CEO Zach Perret's fund — and three repeat backers joined S3 Ventures in the round.

BoomCRM targets agentic leasing and touring for single-family rental (SFR) and manufactured housing operators.

Boom covers roughly 500,000 units across 400+ operators and 30% of the top 100 largest manufactured housing operators.

Scale estimated within 0.1% of generator reference on every held-out drawing.

Recall/precision: 0.922/0.997 for columns, 1.000/1.000 for walls and braces, 1.000/0.964 for openings.

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