An image must be reproducible
Every generation hands back the seed, steps and guidance that made it. If you cannot make the same picture twice, you do not have a tool — you have a slot machine.
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The companyPaintune trains and evaluates its own diffusion models. That is the whole reason we can fix the things people actually complain about.

They just cannot make it. The gap between those two things is where projects stall, budgets go, and good ideas quietly get dropped.
Closing that gap is the entire company. Not a chat interface bolted onto somebody else’s checkpoint — our own models, tuned against the failures that make people throw a generation away.
How it works

Every generation hands back the seed, steps and guidance that made it. If you cannot make the same picture twice, you do not have a tool — you have a slot machine.
One striking image is easy. Forty that look like they belong together is what real work needs, and it is what most models are worst at.
Generated images should say so. We write content credentials into the file rather than leaving it to whoever downloads it to work out where it came from.
The core is shipped. What follows is depth of control and reach into other products.
We learn most from the prompt that fails. Tell us the image you cannot get.