Poly

Based on the available evidence, Poly is best judged as a noteworthy niche material-generation tool rather than a broadly validated industry standard. The heat proof is clearer than the usability proof: it appears in tool listings and introductory Zhihu posts, which shows attention and discoverability, but there are few hands-on reports, deep tutorials, or production write-ups in the provided sources. So the adoption view should be cautious: the use case is clear, but public validation is still limited.

Its practical role is specific. Poly runs in the browser and is described as generating PBR textures from prompts or reference images, while also helping with tiling and upscaling existing textures. It is not a general text-to-image app, and it is not a full 3D modeling package. A more accurate analogy is an AI texture/material generator inside a 3D asset pipeline: it helps with the material stage, not with creating complete 3D models. Claims such as high resolution, 8K output, or commercially licensed textures appear in the evidence, but they should be treated as product positioning or community relays, not as broad proof of delivery quality.