AI Image Editor — every model, compared

Google's Gemini 2.5 Flash applied to instruction-driven image editing. Fast turnaround on quick edits — background swaps, object additions, color adjustments — with the identity preservation and prompt-following accuracy that comes from being Gemini-grounded. A practical choice for casual editing workflows that don't need Nano Banana 2's multi-image reference support.

Google's Gemini 3.1 Flash for image editing. Currently in the top 5 on the Artificial Analysis image-editing arena, with native multi-image references that make complex edits and identity-preservation jobs significantly more reliable. Strong default for instruction-based edits — describe what to change, the rest of the scene stays consistent.

The flagship tier of Google's image-editing lineup. Magazine-quality photo manipulations with the strongest identity preservation in any current model — faces, products, brand elements all hold up across edits. Top 3 on the Artificial Analysis image-editing arena. Justified when the edit is going into print or premium ad placement.

ByteDance Seedream 4 applied to editing. Stylized photo edits that preserve the cinematic mood and color palette of the source — useful for fashion editorial revisions, music-video-style retouching, and atmospheric tone shifts. Less photographically literal than Nano Banana, more cinematic — pick it when aesthetic preservation matters more than precise instruction-following.

ByteDance Seedream 4.5 in edit mode. Premium cinematic edits with rich color recovery and mood handling, with stronger spatial understanding than Seedream 4 — character outfits, props, and backgrounds all sit more naturally in their scenes. Top of the Seedream editing lineup; pair with Seedream 5 Lite for high-volume iteration.

A faster, lower-cost alternative to Seedream 4.5 in edit mode. Same cinematic Seedream aesthetic at reduced fidelity, built for batch editing workflows where credit cost matters. The built-in reasoning and example-based editing differentiate it from other budget tiers — pass an example image of the desired result and the model interprets the intent.

The fast variant of Black Forest Labs' instruction-based editor. Same Flux Kontext interface — describe edits in plain English — at lower cost and faster turnaround. Best for iteration, ideation, and high-volume editing workflows where Flux Kontext Pro's quality isn't worth the credit difference per edit.

Black Forest Labs' production-grade instruction-based image editor. Describe an edit in plain English and get a clean result that preserves the rest of the scene — strong identity, lighting, and color consistency across iterations. The default choice for instruction-based edits where Nano Banana isn't preferred.

The premium tier of Black Forest Labs' Flux Kontext editor. Improved typography handling and stronger scene understanding than Pro — useful for complex multi-step edits, art-directed manipulations, and edits involving on-image text. Reach for it when Kontext Pro's outputs aren't holding up on the harder transformations.

Black Forest Labs' mask-based inpainting model. Pixel-perfect localized edits — paint a mask over the region you want changed, describe what should fill it, the rest of the image is untouched. The complement to Flux Kontext: Kontext for instruction-based whole-image edits, Fill Pro for precision regional work.

Open-weight Flux 2 in edit mode. Self-hostable Flux 2 quality at a lower cost than Pro or Max, useful when you want the Flux 2 aesthetic preserved across edits without paying flagship pricing. Strong stylization preservation makes it a good pick for iterating on Flux 2 generations specifically.

Black Forest Labs' Flux 2 Pro applied to edits. Production-quality stylized photo edits with strong stylization preservation and reference-image support — useful for iterating on Flux 2 generations or for editing existing photos in a Flux 2 aesthetic. Sits below Flux 2 Max on top-end fidelity but offers better cost-quality.

The highest-fidelity Flux 2 edit tier. Top-25 on the Artificial Analysis image-editing arena with magazine-grade detail and exceptional preservation of source character. Pick it for hero edits, premium ad revisions, and any work going into print where the cost per edit is justified by the output.

OpenAI GPT Image 2 in edit mode at the budget tier. Cheapest GPT Image 2 option for quick, lower-detail edits with the same model's text rendering and instruction-following advantages preserved. Useful for high-volume iteration, draft edits, and exploration before committing to medium or high tier for the final.

OpenAI's GPT Image 2 mid-tier for edits. Industry-best text rendering carries through to editing — exact text replacements, typography revisions, and on-image text edits all work where most editors fall apart. The default for production-quality edits when high-tier pricing isn't warranted.

OpenAI's GPT Image 2 at maximum quality for edits. Ranked #2 on the Artificial Analysis image-editing arena with magazine-cover fidelity and best-in-class text rendering during edits. The premium choice for hero edits, complex art-directed manipulations, and any typography-heavy editing work.

xAI's image editor with strong prompt adherence and a distinctive personality-driven aesthetic. Best for stylized edits where polish matters less than tone — social-media content, irreverent creative, X-platform-aligned visuals. Cost-competitive at this tier compared to the US flagships.

Ideogram V3 in edit mode. Typography-aware revisions for design-focused workflows — logo refinements, packaging text edits, poster typography revisions. Cheaper than GPT Image 2 for typography-heavy editing, though weaker on general photo edits where instruction-following matters more than text rendering.

Alibaba's Qwen Image Edit — an edit-trained variant of Qwen Image with native multi-image editing support. Open-weight, with the multilingual text rendering strength carried through to editing. Useful for stylized photo revisions, fashion editorial, and content targeting Asian markets.

The newer release of Alibaba's Qwen Edit, with improved fidelity and stylistic control over the original. Ranked #28 on the Artificial Analysis image-editing arena. Strongest open-weight option for stylized Asian-aesthetic edits where mainstream Western models miss the brief.

Alibaba's Qwen Image 2 in edit mode — the unified generation-and-editing model that handles both from a single checkpoint. Native 2K resolution with strong text rendering across scripts. A natural choice when you want consistency between generation and editing in the same workflow.

The premium tier of Qwen Image 2 in edit mode. Enhanced realism and text accuracy at native 2K with precise image-editing capability — strong cinematic and fashion sensibility makes it well-suited to stylized editorial revisions where Western flagships can feel too literal.

BiRefNet — a specialized background-removal model purpose-built for clean edge extraction. Preserves fine detail in hair, fur, and transparent or translucent regions where general-purpose tools leave halos and jagged edges. The right choice for ecommerce cutouts, compositing prep, and asset extraction at scale.

Depth Anything V2 — a specialized depth-estimation model that generates high-quality depth maps from any image. Useful for ControlNet workflows, 3D-aware compositing, AR/VR asset preparation, and anywhere downstream tools need a depth signal. Not a creative editor; a feeder model for other pipelines.