Real-world professions
How accurate are the jobs that come with a uniform?
Real professions have real uniforms, so the training data is consistent — sometimes more so than for fantasy.
Every cut below shares one seed, one base prompt and one sampler setting, and differs only by the tag marked in amber.
What each cut shows
firefighter- Turnout gear with reflective banding and a tool belt, right in colour and material.
astronaut- Helmet, suit, a backpack and a hose across the chest: the most complex outfit of the four.
chef- Double-breasted whites, a toque and an apron.
police- Uniform shirt and tie, epaulettes and a peaked cap — it invented insignia as well.
How these were made
Shared prompt
masterpiece, best quality, amazing quality, very awa, 1girl, solo, mature female, adult woman, cowboy shot, straight-on, plain grey background, <tag slot>
Tap a tag to carry it over to the builder
Negative prompt
nsfw, nude, topless, bikini, swimsuit, lingerie, underwear, cleavage, suggestive, school uniform, pleated skirt, child, loli, teenage, bad quality, worst quality, worst detail, censor, jpeg artifacts, watermark, signature, text, extra limbs, bad hands, bad anatomy
Model
rinFlanimeIllustrious_v30 · euler_ancestral/normal · steps 28 · CFG 5 · 896×1152 · seed 777042
Takeaway
Uniformed jobs are the cheapest way to dress a character sheet — one tag settles the whole outfit.
How far this result reaches
Uniforms differ by country. What appears here is the model's average, not any particular nation's.
Measured on a single Stable Diffusion family checkpoint. The same tags can behave differently on NovelAI, Midjourney or another checkpoint. This is a reference point, not a verdict.