Decision support

Nano Banana 2 (Gemini 3.1 Flash Image) vs MiniMax H3 Image Highspeed

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

Benchmark results

  • Arena Text to Image

    Arena rating · Higher is better

    • Nano Banana 2 (Gemini 3.1 Flash Image)
      1256
      Arena #13CI 1253 to 1260
    • MiniMax H3 Image Highspeed
      Not reported
    Runs and sources
    Nano Banana 2 (Gemini 3.1 Flash Image)
    • default1256Web Search · 95% CI 1253 to 1260 · 77,579 votes
    MiniMax H3 Image Highspeed

    Not reported

  • Arena Image Edit

    Arena rating · Higher is better

    • Nano Banana 2 (Gemini 3.1 Flash Image)
      1387
      Arena #18CI 1384 to 1390
    • MiniMax H3 Image Highspeed
      Not reported
    Runs and sources
    Nano Banana 2 (Gemini 3.1 Flash Image)
    • default1387Web Search · 95% CI 1384 to 1390 · 268,912 votes
    MiniMax H3 Image Highspeed

    Not reported

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
May 28, 2026
November 11, 2026
Context window
131K
4K
Native context
—
—
Max output tokens
32,768
3,686
Knowledge cutoff
2025-01
—
Open weights
Closed
Open weights
Parameter count
—
—

API pricing · USD per 1M tokens

Input
$0.50
$2.30
Output
$3.00
$0.00
Cached input
—
—
Cache write
—
—

Capabilities and modalities

Input modalities
image, text
text, image
Output modalities
image, text
image
Tool calling
—
—
Reasoning option
Supported
—
Supported options
include_reasoning, max_tokens, reasoning, reasoning_effort, response_format, seed, structured_outputs, temperature, top_p
max_tokens, temperature, top_p
Capabilities
—
—

Architecture and availability

Architecture
—
—
Model families
—
—
Tokenizer
Gemini
Other
Instruction format
—
—
License
—
—
Providers
2
1
Provider endpoints
3
1
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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