GPT Image 2 Prompts: Complete Guide with Copy-Ready Examples
GPT Image 2 prompts are the single biggest lever you have over output quality. The model is powerful, but vague instructions produce vague results. Specific, structured prompts produce images you can actually use.
What Makes a GPT Image 2 Prompt Work
A GPT Image 2 prompt works when it describes the image rather than evaluates it. Avoid subjective words like "beautiful" or "amazing" — the model cannot act on those. Instead describe what you can see:
- Subject — what is in the frame and what it is doing
- Composition — crop, framing, negative space
- Lighting — direction, quality, color temperature
- Style — photography, illustration, render, fine art
- Constraints — what should not appear
The core formula:
Subject + scene + composition + lighting + style + output constraints
Ecommerce Product Prompts
Product photography is one of the strongest use cases for GPT Image 2. Specify the surface, light source, and background separately.
Skincare bottle:
Premium ecommerce hero of a frosted glass serum bottle on warm travertine stone,
soft diffused key light upper-left, subtle reflection, clean off-white background,
no text, no extra props, photorealistic.Sneaker detail:
Studio product shot of a white leather low-top sneaker, three-quarter angle,
soft shadow beneath, seamless white background, crisp material texture,
commercial footwear photography, no text.Coffee packaging:
Flat-lay of a kraft paper coffee bag on a dark slate surface, overhead shot,
coffee beans scattered around, editorial food and lifestyle photography,
warm tones, no text.Portrait and Lifestyle Prompts
Editorial portrait:
Editorial portrait of a woman in her 30s, soft window light from the left,
slight Rembrandt shadow, neutral grey backdrop, medium-format film aesthetic,
shallow depth of field, natural skin texture, no retouching artifacts.Brand lifestyle:
Lifestyle photo of a person working at a minimal desk, laptop open, ceramic mug,
morning light from a large window, warm shadows, clean Scandinavian interior,
no face visible, brand campaign style.Architecture and Interior Prompts
Hotel lobby:
Architectural interior of a luxury boutique hotel lobby, double-height ceiling,
travertine floors, low warm pendant lights, late evening atmosphere, no people,
real estate photography style, wide angle, sharp details.Residential exterior:
Twilight exterior of a modern single-family home, floor-to-ceiling glass,
warm interior light visible, concrete and wood cladding, architectural photography,
blue hour sky, no people.Social Media and Marketing Prompts
YouTube thumbnail:
Bold YouTube thumbnail for an AI tools review, split-screen layout,
bright left side showing a clean UI mockup, right side with expressive creator reacting,
empty space at top for title text, high contrast, modern design.Instagram cover:
Instagram carousel cover for a productivity account, soft pastel peach background,
minimal flat-lay with notebook, pen, and coffee, top-down overhead shot,
clean space at center for text, lifestyle aesthetic.Common Prompt Mistakes
| Mistake | Fix |
|---|---|
| "Make it look professional" | Describe the visible markers of professional work |
| No lighting instruction | Add direction: "soft key light from upper left" |
| No constraints | End with "no text, no extra objects, no watermark" |
| Over-stacking adjectives | Pick three strong descriptors instead of ten weak ones |
| Missing crop or framing | Add "close-up", "wide shot", "top-down", "three-quarter angle" |
Prompt Refinement Workflow
- Start with subject + scene in one sentence
- Add lighting and mood
- Add style reference
- Add negative constraints at the end
- Generate, identify what drifted, add one correcting phrase, regenerate
The goal is a reusable template you can adapt — not a one-off instruction.
Browse hundreds of ready-to-use templates and generate directly from the browser in the GPT Image 2 Prompt Library →