Living room material redesign
Keep the room geometry, camera position and daylight unchanged; replace the sofa upholstery with warm gray boucle, change the rug to natural jute, and remove only the blue floor lamp.
Test the workflow,
not the marketing claim.
Covers reference preparation, transformation strength, protected attributes, and output traceability.
Fashion colorway edit
Preserve the model, pose, fabric folds, lighting and background; change only the jacket from black to deep forest green and the zipper hardware from silver to matte black.
Product background edit
Keep the bottle shape, cap, label geometry and camera angle identical; replace the white studio background with pale travertine and add one soft olive branch shadow from the upper left.
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.