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Precise Edit's real output for: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.Real output · Precise Edit

Imagera Arena ·

AI image editing leaderboard.

Every image editing model on Imagera, given the same photo and instruction, ranked blind.

Vote nowWhich model is worth its cost?

As of Oct 15, 2026: Precise Edit rates highest in image editing, with 7 more within the margin. Ranked from the AI judge's blind verdicts on 152 real outputs made on Imagera.

Models
19
Prompts
8
Real outputs
152

The board · AI judge

Every model, ranked.

Image editing · Overall · 2,736 votes · the AI judge's blind verdicts

Image editing leaderboard

  1. Precise Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.Real outputPrecise EditRank 1, rating 1,277
  2. Muse Image Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.Real outputMuse Image EditRank 2, rating 1,189
  3. Seedream 5 Flash Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.Real outputSeedream 5 Flash EditRank 3, rating 1,164
Prompt Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
Image editing · Overall, ranked by the AI judge's blind verdicts
RankModelRatingVotesWin rateMedian timeCard priceFailed runsTry it
1Precise EditGPT Image 21,27795% interval 1,220–1,38728879%36 s15 credits0%Try it Precise Edit
2Muse Image EditMuse Image1,18995% interval 1,111–1,28928870%21 s15 credits0%Try it Muse Image Edit
3Seedream 5 Flash EditSeedream 5 Flash1,16495% interval 1,024–1,36628867%18 s15 credits0%Try it Seedream 5 Flash Edit
4Seedream 5 Lite EditSeedream 5 Lite1,15895% interval 984–1,31228866%36 s15 credits0%Try it Seedream 5 Lite Edit
5Seedream 5 Pro EditSeedream 5 Pro1,15595% interval 1,044–1,43028866%2 m 4 s15 credits0%Try it Seedream 5 Pro Edit
6Nano Banana 2.1 EditNano Banana 2.11,14295% interval 1,077–1,25028864%18 s15 credits0%Try it Nano Banana 2.1 Edit
7ChatGPT 2.5 Flare EditChatGPT 2.5 Flare1,10095% interval 1,044–1,22028859%16 s15 credits0%Try it ChatGPT 2.5 Flare Edit
8ChatGPT 2.5 Sunburst EditChatGPT 2.5 Sunburst1,08295% interval 1,016–1,20828857%24 s15 credits0%Try it ChatGPT 2.5 Sunburst Edit
9Flux 3 Image EditFlux 3 Image1,08295% interval 923–1,29228857%1 m 8 s15 credits0%Try it Flux 3 Image Edit
10Fast Edit1,08195% interval 951–1,18028857%16 s15 credits0%Try it Fast Edit
11Grok Imagine EditBold Create1,07895% interval 901–1,22028856%13 s15 credits0%Try it Grok Imagine Edit
12Magic Pose ChangerFlux 2 Pro1,03095% interval 868–1,14928850%14 s15 credits0%Try it Magic Pose Changer
13Ideogram 4.5 EditIdeogram 4.51,00295% interval 827–1,15028847%20 s25 credits0%Try it Ideogram 4.5 Edit
14Imagera Warrior EditImagera Warrior97195% interval 845–1,05728843%28 s15 credits0%Try it Imagera Warrior Edit
15FIBO Edit 1.591395% interval 740–1,08028836%13 s15 credits0%Try it FIBO Edit 1.5
16Imagera Typeset 3 (Edit)Imagera Typeset 390095% interval 614–1,11428835%23 s15 credits0%Try it Imagera Typeset 3 (Edit)
17Imagera Hermes Image EditImagera Hermes Image80395% interval 680–91828825%27 s15 credits0%Try it Imagera Hermes Image Edit
18Imagera Queen EditImagera Queen61695% interval 273–80028813%11 s15 credits0%Try it Imagera Queen Edit
19Ideogram Character25595% interval 32–3062881%22 s15 credits0%Try it Ideogram Character

Value · Image editing

Which model is worth its cost?

Each dot is a ranked model: higher is better, further left is cheaper or faster. The line joins the models nothing cheaper or faster beats.

Rating against run timeBest valueOther models95% interval
Median run time, seconds (log scale)Rating
  • How to read it. Up is a higher rating, left is faster. A dot under the line has a faster model that rates as high or higher. Whiskers are the rating’s 95% interval.
  • Basis. The median time from submit to result over our benchmark runs on this board, at the fast lane our runs used.

Best value by speed: Imagera Queen Edit (11 s, rating 616), Grok Imagine Edit (13 s, rating 1,078), ChatGPT 2.5 Flare Edit (16 s, rating 1,100), Nano Banana 2.1 Edit (18 s, rating 1,142), Seedream 5 Flash Edit (18 s, rating 1,164), Muse Image Edit (21 s, rating 1,189) and Precise Edit (36 s, rating 1,277). Nothing faster rates higher than these.

Illustration: two phones held up side by side to compareIllustration

Blind vote

Two pictures. Zero names.

Pick the better one. The names appear after you vote.

Vote now

Blind vote · Image editing

Which one is better?

Two models, one prompt, names hidden. Your vote counts after you have looked for a moment.

PromptTwo outputs of one prompt load here, without names. Pick the better one, or a tie; the names appear after you vote.

Keys after you click in: ← left · T tie · → right · Enter next

Best by job · Image editing

Best model by category.

Every category is its own board: a model that wins product shots can lose on posters.

  • Portraits: real outputReal output

    Portraits

    Restyle a person: outfit, hair, light and setting changed, the same face kept.

    1. 1Flux 3 Image Edit1,523 · 72 votes
    2. 2Precise Edit1,444 · 72 votes
    3. 3Seedream 5 Lite Edit1,293 · 72 votes
  • Product: real outputReal output

    Product

    Product edits: new colourway, new set, the object itself untouched.

    1. 1Grok Imagine Edit1,311 · 72 votes
    2. 2ChatGPT 2.5 Sunburst Edit1,276 · 72 votes
    3. 3Precise Edit1,269 · 72 votes
  • Scenes: real outputReal output

    Scenes

    Relight, change the weather or the time of day, remove what does not belong.

    1. 1Seedream 5 Pro Edit1,482 · 72 votes
    2. 2Precise Edit1,378 · 72 votes
    3. 3Seedream 5 Flash Edit1,342 · 72 votes
  • Text: real outputReal output

    Text

    Add or replace words in a picture, spelled exactly, in a matching style.

    1. 1Seedream 5 Lite Edit1,393 · 72 votes
    2. 2Precise Edit1,196 · 72 votes
    3. 3Ideogram 4.5 Edit1,184 · 72 votes

Every output · Image editing

Same prompt. Every model.

Each picture and clip is a real run on Imagera at the model’s default settings, unedited.

Input: A young woman with curly hair in a denim jacket on a city streetInput

01 / 08Portraits19 models

Edit Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.

  • Precise Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Precise Edit41 s30 credits this runRun Oct 15, 2026
  • Muse Image Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Muse Image Edit21 s15 credits this runRun Oct 15, 2026
  • Seedream 5 Flash Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Seedream 5 Flash Edit20 s15 credits this runRun Oct 15, 2026
  • Seedream 5 Lite Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Seedream 5 Lite Edit36 s15 credits this runRun Oct 15, 2026
  • Seedream 5 Pro Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Seedream 5 Pro Edit55 s15 credits this runRun Oct 15, 2026
  • Nano Banana 2.1 Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Nano Banana 2.1 Edit16 s15 credits this runRun Oct 15, 2026
  • ChatGPT 2.5 Flare Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    ChatGPT 2.5 Flare Edit18 s20 credits this runRun Oct 15, 2026
  • ChatGPT 2.5 Sunburst Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    ChatGPT 2.5 Sunburst Edit26 s20 credits this runRun Oct 15, 2026
  • Flux 3 Image Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Flux 3 Image Edit1 m 6 s15 credits this runRun Oct 15, 2026
  • Fast Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Fast Edit16 s15 credits this runRun Oct 15, 2026
  • Grok Imagine Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Grok Imagine Edit14 s15 credits this runRun Oct 15, 2026
  • Magic Pose Changer: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Magic Pose Changer35 s15 credits this runRun Oct 15, 2026
  • Ideogram 4.5 Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Ideogram 4.5 Edit25 s25 credits this runRun Oct 15, 2026
  • Imagera Warrior Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Imagera Warrior Edit28 s15 credits this runRun Oct 15, 2026
  • FIBO Edit 1.5: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    FIBO Edit 1.514 s15 credits this runRun Oct 15, 2026
  • Imagera Typeset 3 (Edit): Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Imagera Typeset 3 (Edit)23 s15 credits this runRun Oct 15, 2026
  • Imagera Hermes Image Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Imagera Hermes Image Edit19 s15 credits this runRun Oct 15, 2026
  • Imagera Queen Edit: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Imagera Queen Edit11 s15 credits this runRun Oct 15, 2026
  • Ideogram Character: Change her denim jacket to a black leather jacket and make it night with neon shop lights, keep her face, hair and pose exactly the same.
    Ideogram Character50 s15 credits this runRun Oct 15, 2026

Method

How the ranking works.

  1. Same prompts, real runs

    Every model renders the same 44 prompts through Imagera itself, at the settings its card opens with. Clips are asked for at 5 seconds. Nothing is retouched or picked: a run that fails counts in the model's failed-runs figure.

  2. Who competes

    Image: every general text-to-image model on Imagera released in the last 15 months. Image editing: every image editing model released in the same window, each given the same input photo and instruction. Video: the 10 text-to-video models people run most on Imagera. Style presets and vector-only variants are left out. New models join at the next benchmark run.

  3. Blind pairs

    You see two outputs of one prompt with no names, re-framed to one size. A vote counts once per pair per visitor, only on a pair we served you, after the pair has been on screen for a moment, and up to 100 votes a day.

The full methodology: all 6 steps, the criteria and the rules

FAQ

AI image editing leaderboard FAQ.

What is the best AI image editing model?

Precise Edit has the highest rating on the Imagera Arena image editing board (1,277, from the AI judge's blind verdicts) as of Oct 15, 2026. Its 95% interval overlaps Muse Image Edit, Seedream 5 Flash Edit and Seedream 5 Lite Edit and 4 more, so the top is not settled yet. The best model still depends on the job: Portraits: Flux 3 Image Edit; Product: Grok Imagine Edit; Scenes: Seedream 5 Pro Edit; Text: Seedream 5 Lite Edit.

Which AI image editing model is the fastest?

Imagera Queen Edit, with a median of 11 s from submit to result across our benchmark runs on this board.

Which AI image editing model costs the fewest credits?

By card price at default settings, the lowest on the image editing board is 15 credits a run: 18 models share it. The rating-vs-price chart on the board shows which models no cheaper model beats.

What prompts are the image editing models tested on?

The same 8 prompts for every model, grouped into categories (each category is its own ranking on this page). Every output is shown, unedited, with the seconds and credits of its run.

All leaderboards

One board per job.

Each board has its own page: the full table, the price chart, every category and every output.

Illustration: a creator pinning favourite prints to a wallIllustration

Imagera Arena

Pick a winner. Then make your own.

Vote nowOpen the Sandbox