Model Comparator

Compare up to four models using the same criteria.

DeepSeek V3.2 Exp (Reasoning)
DeepSeek
Ring-2.6-1T
InclusionAI

Differences only

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

Model Comparator
Metrics	DeepSeek V3.2 Exp (Reasoning) DeepSeek	Ring-2.6-1T InclusionAI
Intelligence	16.6	16.6
Coding	—	42.8
Math	87.7	—
Agentic	—	10.7
Speed	—	114 t/s
TTFT	—	3.78 s
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	$2.50×6 relative to the lowest price among the compared models
Context window	128K	Best: 262K
Reasoning	Yes	Yes
Open weights	Yes	Yes
Cost / task	—	$0.287

Intelligence

DeepSeek V3.2 Exp (Reasoning): 16.6
Ring-2.6-1T: 16.6

Coding

DeepSeek V3.2 Exp (Reasoning): —
Ring-2.6-1T: 42.8

Math

DeepSeek V3.2 Exp (Reasoning): 87.7
Ring-2.6-1T: —

Agentic

DeepSeek V3.2 Exp (Reasoning): —
Ring-2.6-1T: 10.7

Speed

DeepSeek V3.2 Exp (Reasoning): —
Ring-2.6-1T: 114 t/s

TTFT

DeepSeek V3.2 Exp (Reasoning): —
Ring-2.6-1T: 3.78 s

Input · $ / 1M tokens

DeepSeek V3.2 Exp (Reasoning): Best: $0.28
Ring-2.6-1T: $0.30×1.1 relative to the lowest price among the compared models

Output · $ / 1M tokens

DeepSeek V3.2 Exp (Reasoning): Best: $0.42
Ring-2.6-1T: $2.50×6 relative to the lowest price among the compared models

Context window

DeepSeek V3.2 Exp (Reasoning): 128K
Ring-2.6-1T: Best: 262K

Reasoning

DeepSeek V3.2 Exp (Reasoning): Yes
Ring-2.6-1T: Yes

Open weights

DeepSeek V3.2 Exp (Reasoning): Yes
Ring-2.6-1T: Yes

Cost / task

DeepSeek V3.2 Exp (Reasoning): —
Ring-2.6-1T: $0.287

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 Exp (Reasoning)16.6 · $0.315
Ring-2.6-1T16.6 · $0.85