AI image models. A separate catalog for marketers, creators, and product teams.

AI Models for Image Generation

Compare six popular tool families by output, workflow, and deployment options.

Information verified: June 23, 2026.

Selection criteria: quality and styleimage editingtext in images API or self-hostinglicensing and usage rights
Use-case guide

Which model best fits a marketer’s needs?

Start with the asset you need to create-not with a model ranking.

Labels and packagingGPT Image or FireflyFor concepts, layout variants, and product mockups.View models ↓ Moodboards and campaignsMidjourneyFor exploring style, atmosphere, and art direction.View models ↓ Product visualizationsFLUXWhen photorealism and controlled scene editing are the priority.View models ↓ Image production through an APIGPT Image or Gemini ImageFor scaling ads, creative assets, and automated workflows.View models ↓ Custom infrastructure and fine-tuningStable DiffusionWhen you need control over the model, styles, and deployment approach.View models ↓

Important for labels and packaging: AI is useful for concepts and mockups. Prepare the final production file in professional design software, and manually verify mandatory copy, ingredients, markings, barcodes, colors, and legal requirements before printing.

GPT Image

OpenAI

Best for
Images containing text, editing existing visuals, and iterating through variants.
Access
ChatGPT and API (Responses or Images)

The GPT Image family supports generation and editing. Copy, logos, and mandatory elements still need review before publication.

Provider documentation

Gemini Image

Google

Best for
Conversational editing, production assets, and automation in the Google ecosystem.
Access
Gemini API and Vertex AI

Google recommends Gemini Image models. Imagen is deprecated and scheduled to shut down on August 17, 2026.

Provider documentation

Adobe Firefly

Adobe

Best for
Marketing assets, on-brand variants, and editing across the Creative Cloud ecosystem.
Access
Firefly, Adobe apps, and Firefly APIs

Firefly includes Adobe models and partner models. Usage terms should be checked for the model selected in the app.

Provider documentation

Midjourney

Midjourney

Best for
Moodboards, style exploration, and rapid variants of an art direction.
Access
Primarily the web app and Discord

This is an editorial recommendation for concept work. Confirm integration and automation access against the current offering.

Provider documentation

FLUX.2 / FLUX

Black Forest Labs

Best for
Photorealistic product visuals and editing with multiple reference images.
Access
BFL API, playground, and selected downloadable weights

Self-hosting is limited to selected variants. Licenses differ and include Apache 2.0 as well as BFL-specific terms.

Provider documentation

Stable Diffusion

Stability AI and its tooling ecosystem

Best for
Self-hosting, fine-tuning, and building a custom image-generation pipeline.
Access
Stability API, cloud platforms, and licensed self-hosting

For models under the Community License, commercial use is free below $1M in annual revenue; larger organizations need an Enterprise license.

Provider documentation

Descriptions and recommendations are original editorial summaries based on provider documentation, not quotations or an independent benchmark. Providers change variants, limits, and licenses, so verify the documentation for the specific model before deployment.

← All AI model catalogs Text and analysis models →