Which model is cheaper, Gemini 3.1 Pro or KAT-Coder-Pro V2?

KAT-Coder-Pro V2 costs less at $1.50/1M combined tokens vs $17.50/1M. That difference adds up over thousands of API calls.

Which model is faster, Gemini 3.1 Pro or KAT-Coder-Pro V2?

Gemini 3.1 Pro is faster at 113 tokens/second vs 100 tokens/second. Speed matters most for interactive applications and real-time agent workflows.

Compare/Gemini 3.1 Pro vs KAT-Coder-Pro V2

Gemini 3.1 Pro vs KAT-Coder-Pro V2

Side-by-side comparison for AI agent model selection.

Quick Verdict

Gemini 3.1 Pro has higher benchmark scores. KAT-Coder-Pro V2 offers competitive value at a lower price point. For budget-conscious users, go with KAT-Coder-Pro V2. For maximum quality, choose Gemini 3.1 Pro.

Specification Comparison

	Gemini 3.1 Pro	KAT-Coder-Pro V2
Provider	Google	KwaiPilot
Tier	Frontier	Mid-Range
Quality Score	57	44
Input Price	$2.50/1M	$0.30/1M
Output Price	$15.00/1M	$1.20/1M
Speed	113 tok/s	100 tok/s
Context Window	1.0M	256K
Max Output	66K	80K
Reasoning	Yes	No
Vision	Yes	No

Monthly Cost Comparison (100 tasks/month)

Task	Gemini 3.1 Pro	KAT-Coder-Pro V2	Savings
Coding	$33.75	$2.97	KAT-Coder-Pro V2 saves $30.78
Analysis	$18.75	$1.65	KAT-Coder-Pro V2 saves $17.10
Research	$15.00	$1.32	KAT-Coder-Pro V2 saves $13.68
Image Analysis	$4.50	$0.40	KAT-Coder-Pro V2 saves $4.10
Math & Reasoning	$11.25	$0.99	KAT-Coder-Pro V2 saves $10.26

Strengths

Gemini 3.1 Pro

codinganalysismathresearchimage analysis

KAT-Coder-Pro V2

codinganalysis

Frequently Asked Questions

It depends on your priorities. Gemini 3.1 Pro has a higher quality score (57 vs 44), while KAT-Coder-Pro V2 is more affordable. For demanding tasks like coding or analysis, lean toward the higher-scoring model. For high-volume, cost-sensitive workloads, the cheaper option may be the smarter choice.