Model Comparator

Compare up to four models using the same criteria.

GPT-5.1 (Non-reasoning)
OpenAI
Qwen3 VL 235B A22B (Reasoning)
Alibaba

Differences only

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

Model Comparator
Metrics	GPT-5.1 (Non-reasoning) OpenAI	Qwen3 VL 235B A22B (Reasoning) Alibaba
Intelligence	13.3	Best: 13.4
Math	38	Best: 88.3
Speed	Best: 107 t/s	57.1 t/s
TTFT	Best: 1.08 s	2.73 s
Input · $ / 1M tokens	$1.25×3.1 relative to the lowest price among the compared models	Best: $0.40
Output · $ / 1M tokens	$10×2.5 relative to the lowest price among the compared models	Best: $4
Context window	Best: 400K	262K
Reasoning	No	Yes
Open weights	No	Yes

Intelligence

GPT-5.1 (Non-reasoning): 13.3
Qwen3 VL 235B A22B (Reasoning): Best: 13.4

Math

GPT-5.1 (Non-reasoning): 38
Qwen3 VL 235B A22B (Reasoning): Best: 88.3

Speed

GPT-5.1 (Non-reasoning): Best: 107 t/s
Qwen3 VL 235B A22B (Reasoning): 57.1 t/s

TTFT

GPT-5.1 (Non-reasoning): Best: 1.08 s
Qwen3 VL 235B A22B (Reasoning): 2.73 s

Input · $ / 1M tokens

GPT-5.1 (Non-reasoning): $1.25×3.1 relative to the lowest price among the compared models
Qwen3 VL 235B A22B (Reasoning): Best: $0.40

Output · $ / 1M tokens

GPT-5.1 (Non-reasoning): $10×2.5 relative to the lowest price among the compared models
Qwen3 VL 235B A22B (Reasoning): Best: $4

Context window

GPT-5.1 (Non-reasoning): Best: 400K
Qwen3 VL 235B A22B (Reasoning): 262K

Reasoning

GPT-5.1 (Non-reasoning): No
Qwen3 VL 235B A22B (Reasoning): Yes

Open weights

GPT-5.1 (Non-reasoning): No
Qwen3 VL 235B A22B (Reasoning): Yes

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.

GPT-5.1 (Non-reasoning)13.3 · $3.44
Qwen3 VL 235B A22B (Reasoning)13.4 · $1.30