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Model Comparison

gemini-3-pro-previewvscogito-v2.1-671b

Model Comparison

Compare performance, benchmarks, and characteristics

gemini-3-pro-preview

gemini

Context1M tokens

Input Price$2 / 1M tokens

Output Price$12 / 1M tokens

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cogito-v2.1-671b

openrouter

Context128K tokens

Input Price$1.25 / 1M tokens

Output Price$1.25 / 1M tokens

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Model Comparison

Metric	gemini-3-pro-preview gemini	cogito-v2.1-671b openrouter
Pricing
Input Price	$2 / 1M tokens	$1.25 / 1M tokens
Output Price	$12 / 1M tokens	$1.25 / 1M tokens
Capabilities
Context Window	1M tokens	128K tokens
Capabilities	tools, reasoning	reasoning
Input type	text, image, audio, video	text
Category Scores
Overall Average	74.0	0.0
Maths	95.7	N/A
Finance	72.0	N/A
Science	84.7	N/A
Writing	75.1	N/A
Academia	69.9	N/A
Marketing	74.2	N/A
Programming	46.5	N/A
Benchmark Tests
HLE	37.2	_
GPQA	91.3	_
SciCode	56.1	_
MMLU-Pro	89.8	_
LiveCodeBench	91.7	_
AA Math Index	95.7	_
AA Coding Index	46.5	_
AAII	48.4	_

gemini-3-pro-preview Advantages

• Higher benchmark scores (74.0 vs 0.0)
• Larger context window (1M tokens vs 128K tokens)

cogito-v2.1-671b Advantages

• Lower input token cost ($1.25 / 1M tokens vs $2 / 1M tokens)

Compare gemini/gemini-3-pro-preview vs openrouter/cogito-v2.1-671b