Editing · REPRODUCIBLE GUIDE

AI Image Editing Prompts for Controlled Production Changes

Prompt patterns for material swaps, colorways, object removal, background replacement, outpainting, and time-of-day changes.

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WHY THIS GUIDE EXISTS

Test the workflow,
not the marketing claim.

Every edit describes what may change and what must remain untouched, making the request easier to review for identity drift, geometry changes, unwanted objects, and edge artifacts.

Editing

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.
Reference-preserving interior edit4:3
Editing

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.
Garment color variation4:5
Editing

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.
Campaign scene variation1:1
Editing

Remove tabletop object

Remove the red ceramic cup from the table and reconstruct the walnut grain and its soft window reflection; preserve every other object, crop, color, and shadow.
Localized object removal3:2
Editing

Expand cafe scene

Extend the cafe photograph horizontally, continuing the tiled wall, wooden counter and warm pendant lighting with correct perspective; keep the central subject unchanged and avoid adding people.
Outpainting fixture16:9
Editing

Architecture dusk edit

Preserve the building geometry, landscaping and camera position; change the midday sky to blue hour, add realistic warm interior lights, and update reflections and shadows consistently.
Time-of-day transformation16:9
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,
)
REVIEW CHECKLIST

Before you publish a result