mnml.ai targets the architecture and design professional who needs a render in seconds for client meeting preparation or early design exploration, not final presentation delivery. The SketchUp and Revit import is the critical differentiator: it works from native design file formats, removing the main friction step in architectural visualisation workflows. Output quality is strong for concept and schematic design phases; for construction documents and premium developer presentations, dedicated engines like Enscape or Lumion still outperform it. Enterprise pricing suits its positioning toward medium-to-large architecture firms.