Ceramic skincare hero
Editorial product photograph of a matte ceramic skincare bottle on pale limestone, soft north-window light, delicate contact shadow, warm neutral palette, 85mm lens compression, no text, no logo.
Test the workflow,
not the marketing claim.
A decision framework for catalog, campaign, marketplace, and merchandising workloads.
Wool chair catalog scene
Sculptural lounge chair upholstered in oatmeal wool, three-quarter angle in a quiet daylight studio, seamless warm-gray wall and floor, realistic material texture, soft contact shadow, catalog photography.
Transparent headphones cutout
Over-ear headphones isolated as a clean ecommerce cutout, transparent background, accurate soft edge detail around fabric ear pads, neutral product color, no floor, no text, no added accessories.
Citrus water billboard
Cold citrus sparkling water can with realistic condensation, bright cobalt sky, sharp noon shadow, sliced yuzu suspended around the can, bold minimal billboard composition, no invented lettering.
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.