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Image to Image3 creditsModel guide

GPT Image 2 Generator

GPT Image 2 is the best model to choose when the output must follow a detailed natural-language instruction. It is especially useful for layouts, posters, text in image, branded concepts, and multi-step creative edits where prompt precision matters.

Images with specific text, layout, or design constraints

Marketing concepts that need clear prompt compliance

Iterative edits using reference images

Fast quality-tier testing before high-detail output

GPT Image 2 style product and poster layout example on Yollomi

OpenAI GPT Image 2 output examples

What you can create with OpenAI GPT Image 2

Large visual examples first. Details stay below.

Visual guide
OpenAI GPT Image 2 Posters and Social Creatives example
Example output

Posters and Social Creatives

Create ad concepts, campaign key visuals, thumbnails, and social posts where the prompt includes exact copy, composition, or visual hierarchy.

OpenAI GPT Image 2 Prompt-Controlled Editing example
02

Prompt-Controlled Editing

Use reference images and natural-language instructions to change colors, objects, backgrounds, or layout while preserving the core idea.

OpenAI GPT Image 2 Brand and Product Variations example
03

Brand and Product Variations

Generate multiple creative directions for the same product or message while keeping the brief explicit and repeatable.

What makes GPT Image 2 different

GPT Image 2 is strongest when the image is a design task, not just an aesthetic prompt. It understands longer instructions, layout constraints, label text, object placement, and iterative editing requests better than most pure style-first image models.

Where it wins in real workflows

Use GPT Image 2 when the brief contains exact words, brand composition, or step-by-step changes. It is a strong fit for posters, thumbnails, product mockups, UI illustrations, and prompt-controlled edits where following the brief matters more than a single cinematic look.

OpenAI GPT Image 2 effect profile

Look

clean, directed, layout-aware, design-friendly

Strength

instruction following, readable text, branded layouts, image editing

Prompt sensitivity

handles long natural-language constraints and exact copy better than style-only models

Best output stage

brief-driven creation, layout exploration, and controlled edits

How to use OpenAI GPT Image 2

Three steps. No long guide required.

Intent
Prompt
Refine
01

Pick the right intent

Images with specific text, layout, or design constraints

02

Start from a proven prompt

GPT Image 2 is strong when the prompt includes exact text, layout instructions, and visual hierarchy.

03

Compare and refine

Use Flux 2 Pro for premium cinematic finish. Use GPT Image 2 when exact instruction following or text rendering is the priority.

How to prompt OpenAI GPT Image 2

Put exact on-image text inside quotation marks.

Describe layout explicitly: centered headline, product bottom right, white margin, poster grid, or no extra text.

For edits, say what must stay unchanged and what should change.

Use low quality for fast layout drafts, then high or auto for final detail.

What to watch out for

Can still miss exact typography on dense text blocks.

May feel less cinematic than Flux 2 Pro for pure fashion/editorial imagery.

High and auto quality cost more credits than quick drafts.

Prompt lab

OpenAI GPT Image 2 prompt examples

Reusable recipes, collapsed by default.

Recipe structure
Subject
Exact text
Layout
Style
Constraints
01

Readable Poster Text

minimal tech conference poster with the exact headline "AI BUILDERS 2026", bold black typography, electric blue gradient background, centered layout, clean grid, premium startup aesthetic
Full prompt + why
minimal tech conference poster with the exact headline "AI BUILDERS 2026", bold black typography, electric blue gradient background, centered layout, clean grid, premium startup aesthetic

GPT Image 2 is strong when the prompt includes exact text, layout instructions, and visual hierarchy.

02

Brand Product Concept

a modern reusable water bottle on a white studio surface, label says "NOVA", soft shadow, clean ecommerce photography, three-quarter angle, premium sustainable brand style
Full prompt + why
a modern reusable water bottle on a white studio surface, label says "NOVA", soft shadow, clean ecommerce photography, three-quarter angle, premium sustainable brand style

The prompt gives exact label text, camera angle, lighting, and brand positioning.

03

UI Illustration

friendly SaaS dashboard hero illustration, abstract analytics cards floating in 3D space, soft shadows, blue and violet palette, clean vector-like style, no extra text
Full prompt + why
friendly SaaS dashboard hero illustration, abstract analytics cards floating in 3D space, soft shadows, blue and violet palette, clean vector-like style, no extra text

It asks for a controlled illustration style and explicitly prevents unwanted text.

OpenAI GPT Image 2 vs other models

Quick model choice.

Flux 2 Pro

Alternative

Use Flux 2 Pro for premium cinematic finish. Use GPT Image 2 when exact instruction following or text rendering is the priority.

Ideogram V3 Turbo

Alternative

Use Ideogram for quick typography experiments; use GPT Image 2 for broader instruction-following and editing workflows.

Nano Banana Pro

Alternative

Use Nano Banana Pro for character consistency across images. Use GPT Image 2 for precise design instructions and branded layouts.

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FAQ

1

What is GPT Image 2 best at?

GPT Image 2 is best at following detailed prompts, rendering clearer text, creating branded layouts, and handling image edits from natural-language instructions.

2

Does GPT Image 2 support different quality levels?

Yes. On Yollomi, GPT Image 2 supports low, medium, high, and auto quality tiers so you can balance speed, cost, and detail.

3

How many credits does GPT Image 2 use?

GPT Image 2 starts at 3 credits for low quality. Medium, high, and auto quality settings use more credits.