WithPoly (Poly.ai)

WithPoly (often referred to as Poly.ai) represents the frontier of neural material synthesis as of 2026. Architecturally, it utilizes a specialized Latent Diffusion Model (LDM) fine-tuned on physically based rendering (PBR) datasets. Unlike generic image generators, WithPoly is engineered to maintain spatial consistency across UV layouts, ensuring 100% seamless tiling without visible seams or repetitive artifacts. The platform provides a full suite of material maps—including Albedo, Normal, Displacement, Roughness, and Ambient Occlusion—derived from single text prompts or image references. In the 2026 market, it has positioned itself as an essential middle-layer tool for AAA game studios and architectural visualization firms, bridging the gap between concept art and production-ready assets. Its enterprise tier offers private model fine-tuning, allowing studios to ingest their internal material libraries to maintain stylistic consistency across massive open-world environments. The infrastructure is built on a high-throughput API designed for procedural generation within game engines like Unreal Engine 5.4+ and Unity, significantly reducing the manual labor traditionally required for environment texturing.