Most AI architectural imagery fails the moment anyone who knows the project looks closely. It drifts off the geometry, invents context, and reaches for the same glassy, placeless gloss whatever the brief. That is a direction problem rather than a limitation of the tools.
We use AI where it genuinely helps: thirty directions where there used to be three, at the stage when the design is still open. Underneath sits real geometry and a locked camera, so the frames stay accountable to the scheme. The output is a persuasive image that an architect can put in front of a client without having to explain what is not real.