Test the workflow,
not the marketing claim.
A single portrait cannot prove consistency, so this workflow uses turnarounds and character sheets to inspect face, silhouette, proportions, clothing, palette, prop continuity, and controlled variation across several views.
Character sheet for Mara, a forest ranger with cropped auburn hair, olive field jacket, brass compass and worn canvas backpack; front, profile and three-quarter views; neutral studio background; consistent facial features.
Retro space mechanic
Full-body retro-futurist spacecraft mechanic, orange utility suit with modular pockets, grease marks, transparent helmet carried under one arm, practical silhouette, 1970s industrial science-fiction mood.
Noir detective turnaround
Turnaround sheet for detective Imani Vale, short natural curls, charcoal trench coat, oxblood notebook, composed expression; front, side and back views; consistent proportions; soft gray studio background.
Robot barista sheet
Friendly compact robot barista character sheet, cream enamel shell, walnut forearms, circular amber display, front and three-quarter poses plus four service gestures, consistent industrial design language.
PYTHON QUICKSTART
Keep the request reproducible.
Store credentials in the environment. Record the exact model identifier, dimensions, test date, and retry count with the resulting asset.
import os
from openai import OpenAI
client = OpenAI(
api_key=os.environ["APIMART_API_KEY"],
base_url="https://api.apimart.ai/v1",
)
result = client.images.generate(
model="gpt-image-1-official",
prompt=PROMPT,
size="1024x1024",
n=1,
)Before you publish a result
- Record model ID, parameters, date, latency, and retry count.
- Review instruction following and protected attributes.
- Flag invented text, marks, anatomy, or unwanted objects.
- Keep the raw output linked to the original fixture.
- Do not claim a universal winner from one prompt.