HHD Real Estate AI Brief

Knowledge graph contains 171,652 nodes and 310,914 edges across 251 building engineering standards.

Rule-large language model (LLM) hybrid pipeline extracts multimodal knowledge including diagrams and clause hierarchies.

Framework outperforms baseline LLMs on BLEU, ROUGE, and expert evaluation metrics simultaneously.

Larix maps a 16-lens analysis framework to eight specialist LLM agents tested across 19 firms.

Specialist decomposition improves numerical tasks by 15.8 points but does not reliably help integrative judgment tasks.

Covenant stress tasks see a +40.4-point gain on unseen firms after post-training.

UAE is now the first Middle East and North Africa (MENA) market with both data and inference residency.

Only GPT-5.2 available under UAE inference residency; image generation and internal search excluded.

Named November 2025 data residency users include G42, Mubadala, Aldar, MBZUAI, and Khalifa University.