Seedream 5.0 ProGenerate with GPT Image 2 from text or uploaded references, with precise prompts, live credits, and production examples.
Also consider: Seedream 5.0 Pro for dense layouts and Nano Banana for rapid visual exploration.
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Exclusive visuals for this page. Use them as composition references when writing your own brief.
Model overview
GPT Image 2 is the deliberate option in this image workspace when the brief has to hold together: a specific subject, a controlled composition, readable in-image text, and a clear instruction for what may change. Start with the deliverable, define the visual hierarchy, then state materials, lighting, and the exact words that matter. For revisions, upload a reference and describe the requested change alongside the elements that must remain stable. Inside Seedream 5.0 Pro, this model opens the generator with a live credit estimate before the request starts.
Decision guide
GPT Image 2 is a strong fit when the final needs a polished response to a detailed brief or a reference edit calls for more than a broad restyle. Text-to-image and image-to-image are live here at 1K, with the exact credit quote shown before each run and additional reference images included in the estimate. Keep the comparison on Seedream 5.0 Pro when you want this image route next to the live Seedream 5.0 Pro path.
Capabilities stay tied to what the live endpoint can do in this workspace.
Each example pairs a visual reference with a copyable production brief. Replace subjects while keeping hierarchy, light, and materials concrete.
Keep the subject, masthead space, light, and material direction aligned.
Editorial magazine cover about urban gardens, sculptural chrome watering can on a rooftop at dawn, clean masthead space at top, restrained cobalt and clay palette, tactile print grain.
Name the product angle, surface, reflection plan, and copy-safe margin.
Premium wireless headphones on a folded black paper plinth, three-quarter product angle, soft window reflection, warm grey studio, generous blank space on left for headline.
Reduce copy volume and describe hierarchy before decoration.
Museum poster titled “TIDES”, large title at top, three short exhibit dates beneath, luminous jellyfish on deep navy, modern Swiss grid, crisp print texture.
Identify invariant parts of the uploaded image before the change.
Keep the product shape, label placement, and camera angle from the reference. Replace the background with pale travertine in morning light and add a soft natural shadow.
Change one controlled variable while freezing the core scene.
Same fragrance bottle composition, change only the art direction to a cool silver-blue night palette with rain-speckled glass and hard rim light.
Specify narrative beat, lens, and character continuity.
Storyboard keyframe: courier reaches a neon night market, red jacket and canvas bag consistent, low tracking camera, wet pavement reflections, 35mm film still.
Reserve a quiet zone for logo or headline.
Minimal skincare still life, frosted glass bottle centered, pale sage paper backdrop, soft overhead diffusion, empty lower-third band for brand lockup.
Name tactile surface and light falloff for a fair realism check.
Macro of brushed titanium watch bracelet links, single soft side light, faint fingerprint texture, shallow depth, catalog photography.
Small, intentional changes produce more learning than rewriting every part of the prompt.
Name the asset before styling it: campaign still, poster, product shot, editorial cover, or storyboard frame.
Put the primary subject first, then define secondary elements and where text or empty space belongs.
Upload only images that materially guide the outcome and describe the preserved details.
Keep a winning prompt stable while testing only palette, crop, material, or setting.
Live constraints for GPT Image 2 on this route: endpoints, credit math, and provider pricing sources you can verify before generating.
What creators say after using this workflow in production.
GPT Image 2 is the model I open when the brief includes exact headline copy and a defined layout. It follows hierarchy better than our fast exploration tools.
Reference edits stay stable when I list what must not change first. Swapping a background without warping the product silhouette actually works.
Typography-aware prompting is real here — short strings, clear placement, empty space around the masthead. Fewer unusable text blobs in the batch.
We validate composition with a cheaper pass, then run GPT Image 2 for the selected direction. The credit jump is worth it for client-facing stills.
Controlled variation — same prompt, one palette change — taught our junior designers more than a week of random rewrites.
Copy prompt from the examples page, swap the subject, keep the structure. That workflow matches how we actually ship campaign frames.
Yes. GPT Image 2 text-to-image and reference editing are live in this workspace, with the exact credit quote shown before each request. This applies inside the Seedream 5.0 Pro product.
Use it when precise written direction, careful layouts, or a reference-guided revision matters more than rapid volume. This applies inside the Seedream 5.0 Pro product.
Describe the deliverable, subject, hierarchy, viewpoint, lighting, material, and intended finish in that order. Keep exact in-image text short and clearly located. This applies inside the Seedream 5.0 Pro product.