Notes on the decisions behind better image workflows.
Start with the brief, not the model
Before choosing an image generator, write down where the final image will live. A quick social post needs a different workflow from a print ad or an image a client will license.
Test whether the tool can export the format and dimensions you actually need. If the image needs typography and layout, an integrated editor may save more time than a generator with impressive standalone images. If you need repeatable product shots, control and consistency matter more than novelty.
Compare candidates on the same prompt, then count how many outputs are usable without extensive repair. That is often a better measure of value than the headline subscription price.
Compare the tools →What commercial-safe really means
A commercial-use claim is a starting point, not a legal guarantee. Plans can differ in licensing terms, indemnity and access to models trained on licensed material.
Check the provider’s current terms for your specific plan, including restrictions around trademarks, recognizable people and regulated uses. Keep records of the prompt and final asset when the work is for a client.
For campaign work, a clear rights policy and an approval process may matter more than a small gain in visual quality.
See commercial-safe picks →Upscaling is not the same as recovering detail
An AI upscaler predicts plausible pixels. It cannot know exactly what a low-resolution source originally contained. That distinction matters when faces, products or text must remain faithful to the original.
Inspect the result at final display size, not only in a side-by-side zoom. Watch for invented textures, changed facial features and warped lettering. Keep the original file so you can compare and revert.
For archival or documentary images, prefer restrained enhancement over dramatic detail generation.
See upscaling picks →