Buying guide · Generators
AI Texture Generators for 3D Models Compared
AI texture generators for 3D split into tools that retexture an uploaded mesh and tools that only make tiling materials. Documented inputs and prices, Nov 2026.
Before comparing texture generators, sort them by one question: does the tool accept your existing mesh? Meshy’s AI Texturing and 3D AI Studio’s Texture Generator document uploading a model and retexturing it; Adobe Substance 3D Sampler’s generative features produce tiling materials you apply yourself, and Scenario’s pricing page lists 3D mesh outputs rather than a standalone retexture tool. For a finished mesh with good UVs, start with the first group. For tileable ground, wall or fabric materials, the second.
How the picks were made
The criteria are mesh input, accepted formats, PBR output, price, and license, as documented. Quality of the texture on a particular mesh is not judged here. Meshy’s own blog roundup ranks Meshy first (and Adobe Substance 3D second), so we use it for tool coverage and for two attributed claims below, and take prices and formats from the vendors’ pages. See the methodology.
| Tool | Takes your mesh? | Price | Output | Best for |
|---|---|---|---|---|
| Meshy AI Texturing | Yes: GLB, glTF, OBJ, FBX, STL; text up to 800 characters, one image, or 1 to 4 multiview images | 10 credits, 15 at 8K (web-app price list); Pro $20/month for 1,000 credits | Optional PBR (metallic, roughness, normal; emission with meshy-6), 2K/4K/8K; exports GLB, OBJ, FBX, STL, USDZ, 3MF | Retexturing a mesh you already have |
| 3D AI Studio Texture Generator | Yes: GLB, FBX, OBJ; no UV unwrap needed per the page | Free tier 100 credits/month (page); paid from $19; per-run cost varies by engine and quality, not stated | PBR: diffuse, roughness, metallic, normal; GLB download | Trying several engines |
| Tripo texturing | Documented as a priced step (10 to 30 credits, API); whether it accepts external meshes is not stated in the docs we read | Plans not confirmed | Not confirmed | Texturing Tripo-made meshes |
| Rodin / Hyper3D | Generate Texture API documented; mesh-input terms not read | Creator $30 | PBR; 2K/4K, up to 12K with HighPack (vendor claim) | Texturing Rodin-made meshes |
| Adobe Substance 3D Sampler | Image-based: Text-to-Texture, Image-to-Texture (four tiling variations), Text-to-Pattern | Collection US$59.99/month individuals; generative features use no credits while in beta, per Adobe docs | Tiling materials | Seamless materials for existing UV layouts |
| Scenario | Standalone materials not found as a separate product on its pricing page | Starter $15, Pro $45, Max $75 | 3D meshes with PBR (GLB, OBJ, FBX, STL, VOX) | Concept and asset generation |
| StableProjectorZ | Yes: imports OBJ, FBX, GLB | Free, AGPL-3.0; build needs Unity 6000 | Local Stable Diffusion projection | Local texture painting |
| Dream Textures (Blender add-on) | Works inside Blender | Free, GPL-3.0; over 4 GB VRAM recommended | Local Stable Diffusion textures | Blender users who want local generation |
Mesh-aware: Meshy and 3D AI Studio
Meshy’s retexture documentation is specific: it accepts GLB, glTF, OBJ, FBX and STL, and offers a PBR option with enable_original_uv and remove_lighting switches. Its web app caps uploads at 100 MB and one model at a time. Documented limits: 4K and 8K need the meshy-6, meshy-7 or latest model values (not meshy-6-lite), the multi-image style input needs meshy-7 or meshy-n1, and the retexture page states no credit price (the web-app price list gives 10 credits, 15 at 8K). Meshy’s pricing page lists AI texture editing as not on Free but also lists AI Texturing among Free features, and its help center says textured models cannot be downloaded on Free, so the free-tier position is unclear. Read the Meshy review.
3D AI Studio’s page says it retextures an uploaded model from text or an image without a UV unwrap, and outputs diffuse, roughness, metallic and normal maps. Its per-run cost depends on the engine and quality chosen and is not stated. Paid plans include commercial rights; the page says the free tier is intended for personal projects and evaluation. See Meshy vs 3D AI Studio.
Tripo and Rodin: documented, narrower
Both vendors document texture steps, but Meshy’s own blog, a competitor, says texturing an externally generated mesh is “more limited” in Tripo than texturing Tripo’s own output, and lists “no dedicated mode for retexturing an externally-generated mesh” as a Rodin drawback (its own comparison table rates both tools “Partial” for mesh-aware retexturing). We have not verified either statement from Tripo’s or Rodin’s pages (Tripo’s site was blocked). If it matters to you, check their docs for external-mesh input.
Standalone materials
Adobe’s Substance 3D Sampler generative features produce tiling materials from text or images and, per Adobe’s docs, did not use credits while in beta (Meshy’s blog says Adobe’s generative features need separate Firefly credits; we did not resolve the difference, and whether the beta still applies in November 2026 is unconfirmed). Meshy’s blog also says the Steam-based Substance Indie license does not include the generative features; the Adobe page we read does not mention Steam. Local tools such as StableProjectorZ (AGPL-3.0) and the Dream Textures Blender add-on (GPL-3.0) cost nothing but require your own GPU setup; Dream Textures lists no releases and its maintenance is unverified. Polycam also advertises an AI texture generator, but we could not read its pages, so nothing about it is stated here.
Remember UVs
A generated texture only looks right on a mesh with sensible UVs; fixing seams and layout is a separate task covered in UV and texture fixes.
Picks
For retexturing an existing mesh, Meshy is the best-documented pick: formats, resolutions, PBR options and credit prices are published. For free local work, Dream Textures or StableProjectorZ if you are comfortable with the setup; the basis is their licenses and price, not texture quality, which nothing we read evaluates. For tiling materials, Adobe Substance 3D Sampler is the documented option here, with the beta caveat. Sloyd also includes AI texturing on paid plans, see its review.
What each pick means for the destination
Texture output only helps if it survives the next step. For a Godot or Unity import, the practical questions are the format the retextured model comes back in and whether the maps are separate or embedded. Meshy’s retexture output lists glb, obj, fbx, stl, usdz and 3mf, and its export docs say GLB embeds textures while FBX and OBJ use separate texture files, and that a regular 3MF download is geometry only. 3D AI Studio’s page says it returns diffuse, roughness, metallic and normal maps and offers GLB download with FBX through conversion. For print, STL is a geometry-only format, and Meshy says a regular 3MF download is geometry only too, so these texturing tools matter for prints only if your workflow keeps color data; we have not checked that for any tool here (see multi-color and 3MF printing). Tiling materials from Adobe’s tools suit meshes with existing UVs; if your AI mesh has poor UVs, fix those first (UV and texture fixes).
Downsides
Meshy’s 8K texturing costs 15 credits against 10 at lower resolutions per its web-app price list, and 4K and 8K are not available on meshy-6-lite. Adobe’s tools require an Adobe subscription at US$59.99 a month for individuals. The local tools need your own GPU (Dream Textures recommends over 4 GB VRAM) and have licenses (AGPL-3.0, GPL-3.0) you should read before shipping modified builds. Polycam is omitted because we could not read its pages.
What evidence would change the pick
One uploaded mesh through every tool that accepts one, judged for seams, PBR response and tiling, would reorder this list. That is the planned texture and PBR quality test; it has not been run. For the overall shortlist see best AI 3D model generators. Back to best-of guides.