For someone who cannot model, Meshy is transformative in a way that is easy to undersell. Describe a thing, get a textured 3D object in a couple of minutes, drop it into a scene. That collapses a skill barrier that used to take months to clear, and for prototyping, previsualisation, blocking out a level or filling a background, it is genuinely excellent. The documentation on getting assets out and into Unity, Unreal or Blender is practical and format aware, which is more than a lot of 3D tools manage.
The texturing workflow deserves more attention than it gets. Taking a mesh you already have and generating textures for it is a narrower job than full generation and the results are considerably more reliable, because the hard geometric problem is already solved. Anyone with an existing library of untextured or badly textured models will get more consistent value from that path than from text to 3D, and the docs cover it competently even if the marketing points elsewhere. My substantial complaint is topology.
Generated meshes are frequently dense, irregular and awkward in exactly the places that matter, and the documentation treats this as a technical footnote when it is the central question of whether an asset is usable. A mesh that looks correct in a viewer can be unworkable the moment you try to deform it, unwrap it sensibly, or fit it into a polygon budget. The retopology features help and the material explains how to run them, without ever explaining how to look at a mesh and judge whether it is good. That judgement is the skill, and teaching the buttons instead of the skill leaves people confidently shipping assets that will cause problems three months later.
Rigging and animation get similarly light treatment, which is odd given that a large share of users generating a character intend to move it. A character mesh with poor edge flow around joints will deform badly and no amount of downstream work fixes it cheaply. The material should be steering people toward generating for the use case rather than generating and hoping, and it does not. There is also nothing on appropriateness.
Generated assets are fine for a prototype, defensible for background dressing, and a different proposition entirely for hero assets in a commercial product where visual coherence across a scene is the whole job. Generated models tend not to sit together stylistically, and a scene assembled from twenty of them looks assembled from twenty of them. That is a real limitation with a real workaround, which is establishing style references and generating against them, and the material could teach it and does not. Credit pricing quietly shapes behaviour here as it does everywhere.
When regenerating costs credits and fixing costs time, the guidance nudges toward regeneration, and people end up with a folder of forty near misses instead of one asset they took into Blender and finished. Learning to fix a seventy percent result is a better habit than rolling again, and nothing in the material encourages it. Three point three. A real capability unlock for people who could not previously make 3D at all, documented well on process and poorly on quality, which is the gap that decides whether any of it survives contact with a production pipeline.