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Model Comparison

gemini-3-flash-previewvskat-coder-pro

Model Comparison

Compare performance, benchmarks, and characteristics

gemini-3-flash-preview

gemini

Context1M tokens

Input Price$0.5 / 1M tokens

Output Price$3 / 1M tokens

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kat-coder-pro

openrouter

Context256K tokens

Input Price$0.21 / 1M tokens

Output Price$0.83 / 1M tokens

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Model Comparison

Metric	gemini-3-flash-preview gemini	kat-coder-pro openrouter
Pricing
Input Price	$0.5 / 1M tokens	$0.21 / 1M tokens
Output Price	$3 / 1M tokens	$0.83 / 1M tokens
Capabilities
Context Window	1M tokens	256K tokens
Capabilities	tools, reasoning	tools
Input type	text, image, audio, video	text
Category Scores
Overall Average	58.1	0.0
Maths	55.7	N/A
Finance	45.4	N/A
Science	81.1	N/A
Writing	62.8	N/A
Academia	62.8	N/A
Marketing	61.0	N/A
Programming	37.8	N/A
Benchmark Tests
HLE	14.1	_
GPQA	90.4	_
SciCode	49.9	_
MMLU-Pro	88.2	_
LiveCodeBench	79.7	_
AA Math Index	55.7	_
AA Coding Index	37.8	_
AAII	35.1	_

gemini-3-flash-preview Advantages

• Higher benchmark scores (58.1 vs 0.0)
• Larger context window (1M tokens vs 256K tokens)

kat-coder-pro Advantages

• Lower input token cost ($0.21 / 1M tokens vs $0.5 / 1M tokens)

Compare gemini/gemini-3-flash-preview vs openrouter/kat-coder-pro