Decision support

K3 Edit vs MAI-Image-2.7-Preview

Compare canonical objects directly. The useful dimensions change with the object type, so model and hardware comparisons stay separate.

Benchmark results

Head to head on 1 benchmark both models report

  • K3 Edit0leads
  • MAI-Image-2.7-Preview1lead
  • Arena Image Edit

    Arena rating · Higher is better

    • K3 Edit
      1411
      Arena #11CI 1400 to 1423
    • MAI-Image-2.7-Preview
      Best1468
      +57 ahead · Arena #4CI 1462 to 1474
    Runs and sources
    K3 Edit
    • default141195% CI 1400 to 1423 · 2,629 votes
    MAI-Image-2.7-Preview
    • default146895% CI 1462 to 1474 · 20,315 votes

Each model's best published result is shown; "Not reported" means no matched evaluation, not a score of zero. Arena and DeepSWE ranks are the leaderboards' own; other ranks are among catalogue models with a score. Results from different harnesses or settings are not directly comparable.

Arena ratings: Arena (lmarena-ai/leaderboard-dataset), licensed CC BY 4.0. Ratings come from pairwise human votes and are only comparable within one leaderboard; the interval is Arena's 95% confidence interval. Model names are matched to the Vertical Tabs catalog.

Model specifications

Release date
October 15, 2026
October 27, 2026
Context window
66K
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Native context
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Max output tokens
58,982
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Knowledge cutoff
—
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Open weights
Closed
Closed
Parameter count
—
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API pricing · USD per 1M tokens

Input
$0.00
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Output
$0.00
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Cached input
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Cache write
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Capabilities and modalities

Input modalities
text, image
text, image
Output modalities
image
image
Tool calling
—
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Reasoning option
—
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Supported options
—
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Capabilities
—
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Architecture and availability

Architecture
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Model families
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Tokenizer
Media
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Instruction format
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License
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Proprietary
Providers
1
0
Provider endpoints
1
0
Ollama variants
0
0
Metadata source
ai-research
ai-research

A dash means the field is not reported. Provider-specific performance and pricing may differ.

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