Model Comparator

Compare up to four models using the same criteria.

DeepSeek V3.2 (Non-reasoning)
DeepSeek
KAT Coder Pro V2
KwaiKAT

Differences only

✓ Best published value among measured models. — Data unavailable. These metrics do not establish an overall ranking.

Model Comparator
Metrics	DeepSeek V3.2 (Non-reasoning) DeepSeek	KAT Coder Pro V2 KwaiKAT
Intelligence	21.5	Best: 21.7
Coding	44.2	Best: 59.5
Math	59	—
Input · $ / 1M tokens	Best: $0.28	$0.30×1.1 relative to the lowest price among the compared models
Output · $ / 1M tokens	Best: $0.42	$1.20×2.9 relative to the lowest price among the compared models
Context window	Best: 1M	256K
Reasoning	No	No
Open weights	Yes	No

Intelligence

DeepSeek V3.2 (Non-reasoning): 21.5
KAT Coder Pro V2: Best: 21.7

Coding

DeepSeek V3.2 (Non-reasoning): 44.2
KAT Coder Pro V2: Best: 59.5

Math

DeepSeek V3.2 (Non-reasoning): 59
KAT Coder Pro V2: —

Input · $ / 1M tokens

DeepSeek V3.2 (Non-reasoning): Best: $0.28
KAT Coder Pro V2: $0.30×1.1 relative to the lowest price among the compared models

Output · $ / 1M tokens

DeepSeek V3.2 (Non-reasoning): Best: $0.42
KAT Coder Pro V2: $1.20×2.9 relative to the lowest price among the compared models

Context window

DeepSeek V3.2 (Non-reasoning): Best: 1M
KAT Coder Pro V2: 256K

Reasoning

DeepSeek V3.2 (Non-reasoning): No
KAT Coder Pro V2: No

Open weights

DeepSeek V3.2 (Non-reasoning): Yes
KAT Coder Pro V2: No

Each reasoning level remains a separate configuration.

Score and cost

Each line joins the reasoning levels of a compared model; the large point marks the configuration in the table. The top-right corner holds the best score for the lowest cost. Select another point to compare that level.

DeepSeek V3.2 (Non-reasoning)21.5 · $0.315
KAT Coder Pro V221.7 · $0.525