forgecad-visual-spec

To generate image prompts from CAD models that preserve mechanical details, use a builder-honest visual-spec approach that translates your ForgeCAD artifact into prompts keeping mechanisms, seams, and subsystem hierarchy visible rather than drifting into concept art.

Builder-honest rendering for mechanical design visualization produces image prompts that clearly show the final product while preserving seams, mechanisms, and build cues, ensuring the output looks like something that could actually be built instead of vague concept art.

You create a visual spec prompt pack from a build brief or HLD by inputting your concrete ForgeCAD artifact, which generates a default honest hero render prompt plus optional representation modes like builder-first mechanical or workshop prototype realism.

This visual spec approach does not work well with vague build briefs, as it requires a concrete ForgeCAD artifact that is already sufficiently specified; if your brief lacks detail, it directs you to use a preparation step first.

You can use exploded assembly or workshop prototype modes for CAD visualization prompts by selecting optional representation modes, which default to an honest hero render but support builder-first mechanical, mild exploded assembly, and workshop prototype realism outputs.

AI image prompts for mechanical design often hide seams and hardware mechanisms because they over-smooth geometry and drift into concept art, which is why builder-honest visual specs enforce negative constraints to keep mechanisms and subsystem truth visible.