HHD Real Estate AI Brief

Benchmark covers 4,056 question-answer pairs drawn from five state Departments of Transportation standard plans.

Qwen2.5-VL-72B pipeline reaches 100% verdict accuracy on synthetic drawings when given pre-resolved rule thresholds.

Non-visual optical character recognition (OCR) baseline scores 76.4% against the same synthetic compliance set.

Al Moammar Information Systems (MIS) contract value exceeds 689% of its total 2025 revenue of SAR 1.3 billion.

MIS is also completing an existing 50MW Humain project alongside the new 200MW build.

Engineering, procurement, and construction work begins soon; contracts expected signed within two weeks.

Allam builds on models originally developed by the Saudi Data and AI Authority (SDAIA).

Companies plan to bring Allam into the Microsoft 365 Copilot ecosystem for enterprise agent creation.

Humain and Microsoft will also explore AI adoption support across the wider Middle East and Africa.