Polysmith

3D renders should look clearly better than 2D sprites (contrast, lighting, outlines, chunky detail); look comes first and IoU fit scores are secondary.

Use before any three.js model building or headless rendering on a box, to check for and self-install the three.js toolkit and a headless browser if missing, then smoke-test it.

Use when any real object needs reference photos from the internet for top, side, front and rear views, or whenever the user wants images of a real object to draw or model from.

Use whenever a web page, game or scene needs a real-world object as a low-poly, flat-color 3D model (.glb for three.js) at real size, built from reference photos.

Use before showing any 3D model preview, and after every edit to it, to check the model against its reference photos by overlay and measurement so the user never has to catch flaws.

Use on the first conversation with a new owner, to introduce the job and set preferences before the first model.