Which AI image model edits a picture best
Editing is the workflow most people actually want: change one thing, keep the rest. We took each model's own product shot and asked for two changes, a new colour and a brass handle, and checked what else moved. The grid includes the September 18 additions; each model page dates its own run.
Anvisha Pai, Co-founder & CEO, Voyager
What the side-by-side shows
GPT Image 2.5 Flare and Nano Banana Pro made both edits and left the background, light and framing alone. Seedream 5.0 Pro and FLUX.2 Max are clean too. Nano Banana 2 recoloured the body but left the handle dark green; Seedream 4.5 and Recraft V3 turned the base black; Seedream 5.0 Lite changed the dripper's shape. Recraft V4.1 has no editing endpoint on fal and is not run. Ideogram 4.0, run on 22 October through fal's new image-to-image endpoint, turned the dripper green but added no brass handle. FLUX 3 Image, added in October, changed nothing but the handle, which turned brass; the body stayed black. Ideogram 4.5, added on 22 October, made both changes and left the spout, filter paper, shadow and background exactly as they were. Of the seven 22 October additions with an edit endpoint, FLUX 3 Image Klein, Bria FIBO 2.0, Muse Image, Seedream 5.0 Flash and MAI-Image-2.5 Pro made both changes and left everything else alone; Krea 3 recoloured the existing handle brass rather than adding one; MAI-Image-2.5 hung a small brass ring on the rim. Recraft V4.1 Flash and MOSS-Image have no edit endpoint. Ideogram Vector turns the dripper green and its existing handle brass while keeping the composition close, using the earlier SVG rendered as a WebP reference.
- 1.GPT Image 2.5 Flare green body, brass handle, nothing else touched.
- 2.Nano Banana Pro both edits made with the framing and light held.
- 3.Ideogram 4.5 both changes made and nothing else moved, down to the filter paper.
- 4.Seedream 5.0 Pro a clean recolour and handle on the same shot.
- 5.FLUX.2 Max faithful edit with the original shadow kept.
- 6.Bria FIBO 2.0 green body, brass handle, and the frame, rings and base hole untouched.
Every image model on this prompt, 28 pictures
One try each, nothing re-rolled or retouched, generated by us. Ranked models come first; the rest follow in family order. Open a model for the rest of its set.
›The prompt every model got
Change the coffee dripper to a deep forest green and add a small brass handle on its right side. Keep the background, lighting and composition exactly as they are.
Change one object's colour and add a part while leaving background, light and framing untouched.
green body, brass handle, nothing else touched.
both edits made with the framing and light held.
both changes made and nothing else moved, down to the filter paper.
a clean recolour and handle on the same shot.
faithful edit with the original shadow kept.
green body, brass handle, and the frame, rings and base hole untouched.
The other prompts
- Which AI image model holds an art style
- Which AI image model handles a busy scene best
- Which AI image model draws an accurate chart
- Which AI image model does faces and hands best
- Which AI image model makes the best food photo
- Which AI image model follows a hard composition
- Which AI image model makes the best infographic
- Which AI image model makes the best logo
- Which AI image model makes the best product shot on white
- Which AI image model renders text best
- Which AI image model makes the best wide banner
Frequently asked questions
What is the best AI image editor?
For a targeted edit, GPT Image 2.5 Flare and Nano Banana Pro changed only what was asked. Watch the base and shadow on other models; several recoloured parts they were not asked to.
Which models cannot edit?
Recraft V4.1 has no edit endpoint on fal, so it is absent from this page. Ideogram 4.0 has only an image-to-image endpoint, which reworks the whole picture rather than following an edit instruction.
Voyager
Run supported models inside Voyager
Voyager is an agent for creative work that runs supported models. Brief it, and it picks the model for the job, makes the thing and hands back something you can edit. Create an account to get started.