Is this really GPT Image 2?

No. GPT Image 2 has not been publicly released by OpenAI. This playground uses Doubao Seedream and Google Gemini Nano Banana 2 — the best image models available today. When OpenAI ships GPT Image 2, it will appear as a selectable model in this same tool.

Yes. 5 generations per day per IP, no login, no card. We hold the API keys and pay the per-image cost ourselves. If you need higher volume, use the underlying APIs directly.

Can I use the output commercially?

Yes, subject to each underlying provider's terms of service. Doubao Seedream and Google Gemini both permit commercial use of generated content, with some restrictions on generating real-person likenesses and regulated content.

Do you store my prompts?

We store prompts only long enough to forward them to the image provider. We do not retain prompts, generated images, or your IP address beyond the rate-limiting window (24 hours).

When will GPT Image 2 be added?

The day OpenAI officially releases it. Current best-estimate window is late May to early June 2026.

Why are you allowed to call this 'GPT Image Design'?

The domain name references the broader AI image category. We make no claim of affiliation with OpenAI, and our tool clearly labels every generated image with the actual provider. All trademarks belong to their respective owners.

What if I hit the daily limit?

Wait until UTC midnight for a reset, or use the underlying provider APIs directly with your own key.

Are generated images watermarked?

Visibly, no. Each provider embeds C2PA metadata that indicates the image is AI-generated — this survives basic editing in C2PA-aware tools and is the industry standard for content authenticity.

AI Prompt Template for Fashion Lookbooks

Name: GPT Image Design
Author: GPT Image Design

TL;DR

Fashion lookbooks break when every image feels like it came from a different shoot. The fastest fix is to lock the variables that matter most: wardrobe direction, lighting, camera distance, background treatment, color palette, and casting notes. Then you swap only one controlled variable at a time, such as pose, crop, or outfit detail.

This page gives you a reusable prompt template for editorial lookbooks, ecommerce capsule drops, and investor-ready brand decks. Use it when you need a set that feels intentionally art directed instead of randomly generated.

Quick Decision Table

| Lookbook goal | Prompt emphasis | Best ratio | Common failure | |---|---|---|---| | Seasonal collection | palette + fabric + mood | 4:5 | style drift between frames | | Ecommerce capsule | garment clarity + pose consistency | 3:4 | over-stylized background | | Luxury editorial | lighting mood + lens language | 4:5 | unreadable clothing details | | Streetwear drop | attitude + environment texture | 9:16 or 4:5 | noisy scenes overpower product |

The Core Prompt Template

Fashion lookbook image for [brand or collection name], featuring [garment or outfit], styled for [audience], shot in [editorial / ecommerce / campaign] style, [lighting description], [camera framing], [background description], color palette of [palette], fabric texture clearly visible, model direction [pose / expression], premium styling, cohesive art direction, realistic garment construction, no extra accessories unless specified.

How To Use The Template

Start with the collection concept, not the garment SKU. The collection mood controls the whole set.
Specify the lighting in concrete terms such as overcast daylight, hard noon sun, or soft studio key plus fill.
Name the framing directly: full body, three-quarter crop, waist-up, detail shot.
Keep the background simple unless the environment is part of the brand story.
Generate a mini set in one session using only one changed variable per image.

Ready-To-Use Examples

Example 1: Minimal luxury spring lookbook

Fashion lookbook image for a minimal luxury spring collection, cream linen blazer with wide-leg trousers, styled for urban professionals, shot in premium editorial style, soft daylight through large studio windows, full-body framing, warm stone backdrop, palette of ivory sand and muted olive, fabric texture clearly visible, calm confident pose, realistic tailoring, cohesive art direction.

Example 2: Streetwear capsule drop

Fashion lookbook image for a streetwear capsule release, oversized bomber jacket with relaxed cargo pants, styled for Gen Z citywear, shot in campaign style, diffused dusk light with subtle neon reflections, three-quarter framing, textured concrete alley background, palette of charcoal moss and safety orange, visible stitching and fabric weight, assertive pose, premium but natural styling.

Example 3: Resort collection detail shot

Fashion lookbook detail image for a resort collection, draped silk dress with hand-finished beadwork, styled for luxury travel audience, shot in editorial style, bright soft morning light, close crop showing shoulder waist and fabric movement, clean sunlit plaster wall, palette of seafoam pearl and pale gold, beadwork and silk sheen clearly visible, elegant relaxed posture.

What Usually Improves Results

Use one fixed palette across the whole series.
Repeat the same lens language in every prompt.
Name the fabric so the model respects texture and drape.
Ask for realistic garment construction if samples look melted or impossible.
Save accessories for a second pass unless they are central to the collection.

Lookbook Production Checklist

| Step | What to lock | What can change | |---|---|---| | Shot list | ratio, lighting, casting style | garment | | First generation pass | composition, palette | pose | | Refinement pass | fabric detail, silhouette | expression | | Final selection | art direction consistency | crop for channels |

Common Mistakes To Avoid

Cramming five outfits into one prompt.
Switching background style every image.
Asking for runway drama when the goal is catalog clarity.
Forgetting visible stitching, seams, and fabric weight.

Related Guides

Primary References

FAQ

How many prompts should a lookbook start with?

Start with 4 to 8 tightly controlled prompts, then expand only after you know the visual system is stable.

Should I ask for logos or text on garments?

Only if text accuracy is a real strength of the model you are using. Otherwise add branding in a later layout step.

Is this template better for editorial or ecommerce?

Both. You only need to adjust the styling intensity and background complexity.

What is the most important consistency lever?

Lighting and framing are usually more important than the exact wording of the outfit description.

GPT Image Design is not affiliated with OpenAI. All trademarks belong to their respective owners.

AI Prompt Template for Fashion Lookbooks That Stay Cohesive