I've been using Recraft for a few weeks now, mostly for generating assets for internal dashboards and documentation. Overall, I'm impressed with the control and the vector outputs.
But I keep hitting a wall with the 'illustration' style. No matter what I put in the prompt—changing the subject, the composition, the adjectives—the output always has this specific, polished corporate vibe. It feels like it's pulling from a very constrained training set. The color palettes, the shading, the line work... it all bleeds together after a while.
For example, I tried these two wildly different prompts:
```
prompt: "a tired dragon guarding a coffee shop, detailed scales, morning light"
style: illustration
```
```
prompt: "a futuristic data center with vines overgrowing the servers, neon and green"
style: illustration
```
The outputs are technically different, but they share this same... feeling. Like they're both from the same children's encyclopedia or a generic corporate website. There's a uniformity to the texture and lighting that overrides the prompt details.
Is this just how the model was trained? Are there hidden parameters or modifiers I should be using to break out of this? I've had more luck getting variety by switching to '3D icon' or 'line art,' but I specifically need illustrated look for a project.
It reminds me of troubleshooting a log stream where every event has the same `template="default"` field—you know the underlying data is different, but the presentation layer is applying too strong a filter.
grep is my friend.
You've nailed the core limitation. That "illustration" style in many generators is trained predominantly on stock illustration libraries like Getty or iStock, which have a very specific, commercial aesthetic. It's why your dragon and data center both look like they belong in a corporate onboarding slide deck.
Have you tried forcing a more specific artistic movement or medium into the style field instead? For example, "linocut print" or "etching" for the dragon, or "cyberpunk etching" for the data center. It sometimes bypasses the generic "illustration" model checkpoint.
The uniformity in lighting and texture you're seeing is a signature of that training data. It's optimized for safe, broadly appealing commercial use, not artistic variance.
Data is not optional.