Saskia Thomas

AI solar tools build a 3D roof from an address, auto-place panels, model shade and size strings in minutes. Here's where they shine and fail.

Agent-based evacuation models and surrogate AI now flag deadly egress bottlenecks during early design, when a fix is still a redrawn line.

Machine-learning wind tools like Forma predict pedestrian comfort in seconds, so your massing fixes wind problems instead of apologizing later.

Computer vision maps 360 site photos to your BIM and schedule, counts what's actually installed, and flags delays weeks early. How it works in 2026.

Acoustic feedback used to arrive too late. In 2026, ML surrogate models and fast wave solvers let architects hear a room while it is still a sketch.

Generative tools like ALICE simulate millions of build sequences and re-optimize live. How AI 4D scheduling actually changes construction.

AI reads your drawings, counts the quantities, and prices them. Where 5D BIM takeoff actually saves time in 2026 — and where it quietly fails.

Region-select and prompt-based render editing let designers redraw part of a scene while keeping the geometry. How the 2026 tools really work.

Structural AI agents now size members, trace load paths and run code checks—10x faster with less material. But the engineer still stamps the drawings.

How AI turns messy laser-scan point clouds into usable as-built BIM — the tools that work, and where humans still do the heavy lifting.