Before converting a PNG file to STL, keep three things in mind: First, PNG often stores transparency — a clean transparent background isolates your subject and gives the AI a clearer silhouette to work from. Second, check the STL file before printing in your slicer — wall thickness, scale, and closed geometry. Third, STL does not preserve colors, materials, or textures — for colored 3D assets, formats like GLB are better suited.