Generate fully closed, print-ready meshes from images or text in 90 Seconds.
Neural4D is a browser-based AI 3D model generator that outputs perfectly sealed, manifold meshes from a single image or text prompt. Built on the Direct3D-S2 engine with Spatial Sparse Attention, every generated STL, OBJ, and GLB file is structurally sound for 3D printing, game engines, and physical casting without any manual repair.
What is a watertight 3D model? It is a continuous, fully enclosed mesh with no open edges or holes. If you filled the digital object with water, it would not leak. Neural4D's Direct3D-S2 engine uses Spatial Sparse Attention to compute sealed volumes natively, guaranteeing every output passes manifold validation without post-processing.
Stop wasting time fixing floating artifacts. The Direct3D-S2 engine strictly calculates valid enclosed volumes, guaranteeing continuous surface manifolds with zero holes on every generation run.
Export natively to STL or OBJ. Because the geometry is perfectly sealed, it imports into Cura or PrusaSlicer without triggering manifold errors or requiring Boolean fixes.
Bypass manual mesh repair in Blender entirely. Spatial Sparse Attention seals every vertex within the generation pass, delivering a closed mesh in approximately 90 seconds.
Generating perfectly enclosed 3D models unlocks immediate value across physical manufacturing and digital production pipelines.
Convert concept sketches into 100% watertight GLB files. These manifold meshes are ready for STL conversion and high-precision additive manufacturing without any slicer repair steps.
Generate perfectly enclosed spatial assets. Fully sealed geometry prevents backface culling issues and invisible polygons when customers view products in mobile AR environments.
Deploy sealed assets directly into Unity or Unreal Engine. Avoid disjointed triangle soups common in photogrammetry and eliminate manual retopology time entirely.
Convert mechanical sketches into structural solid prototypes. The enclosed volume guarantees accurate mass calculations for physical stress testing and investment casting.
| Mesh Property | Photogrammetry / Nerf | Neural4D Direct3D-S2 |
|---|---|---|
| Surface Continuity | Frequently broken surfaces and disconnected polygon islands. | Continuous surface manifold. Zero disconnected faces. |
| Open Holes | Open boundaries common in occluded or thin regions. | Zero-hole generation via Spatial Sparse Attention. |
| Non-Manifold Edges | Commonly produces edges shared by more than two faces. | Strictly calculates valid enclosed volumes only. |
| 3D Print Readiness | Slicers fail due to unclosed geometry requiring repair. | Native STL export, ready for instant slicing. |
| Post-Processing Required | Manual vertex merging and hole filling in Blender or MeshMixer. | None. Output is production-ready within 90 seconds. |
A watertight 3D model is a continuous, fully enclosed mesh with no open edges, holes, or non-manifold geometry. Neural4D's Direct3D-S2 engine uses Spatial Sparse Attention to predict the enclosed volume of every object during generation, ensuring every output triangle is part of a sealed surface that passes manifold validation in any slicer or physics engine.
A watertight model is a closed 3D geometry without any holes or open edges. If you were to fill the digital model with water, it would not leak. This structural integrity is a prerequisite for 3D printing and ensures correct rendering in game engines without missing or inverted faces.
No. Our Direct3D-S2 architecture computes spatial geometries natively, guaranteeing the final mesh output is enclosed. You can bypass manual vertex merging or the "Fill Holes" modifier entirely. The model downloads ready for immediate use.
Yes. Neural4D provides direct STL and OBJ export. Because the generated topology is consistently watertight, slicing software like Cura or PrusaSlicer interprets the volume correctly without throwing manifold errors or requiring Boolean repair operations.
Generating the initial watertight base mesh takes approximately 90 seconds. If you require full PBR textures applied to the model, the complete pipeline will take over two minutes. Neural4D uses global GPU clusters to maintain consistent generation speed across all regions.
Neural4D Studio accepts JPG and PNG image files as input. You can also trigger generation from a text prompt. Both input modes feed the same Direct3D-S2 pipeline and produce identically watertight output geometry with full PBR texture maps baked in.
Yes. GLB and OBJ exports import cleanly into both Unity and Unreal Engine without backface culling artifacts or missing polygon warnings. Because the mesh is fully closed, real-time lighting and shadow calculations behave correctly on every surface face.
Yes. All Neural4D generation runs, including those producing watertight output, are available under the free tier with a daily credit allowance. Unlimited generation and priority queue access are included in paid subscription plans. Visit the Pricing page for current credit quotas.