Model Comparator

Compare up to four models using the same criteria.

o4-mini (High)
OpenAI
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	o4-mini (High) OpenAI	Ring-2.6-1T InclusionAI
Intelligence	Best: 16.7	16.6
Coding	—	42.8
Math	90.7	—
Agentic	—	10.7
Speed	Best: 139 t/s	114 t/s
TTFT	19.1 s	Best: 3.87 s
Input · $ / 1M tokens	$1.10×3.7 relative to the lowest price among the compared models	Best: $0.30
Output · $ / 1M tokens	$4.40×1.8 relative to the lowest price among the compared models	Best: $2.50
Context window	200K	Best: 262K
Reasoning	Yes	Yes
Open weights	No	Yes
Cost / task	—	$0.287

Intelligence

o4-mini (High): Best: 16.7
Ring-2.6-1T: 16.6

Coding

o4-mini (High): —
Ring-2.6-1T: 42.8

Math

o4-mini (High): 90.7
Ring-2.6-1T: —

Agentic

o4-mini (High): —
Ring-2.6-1T: 10.7

Speed

o4-mini (High): Best: 139 t/s
Ring-2.6-1T: 114 t/s

TTFT

o4-mini (High): 19.1 s
Ring-2.6-1T: Best: 3.87 s

Input · $ / 1M tokens

o4-mini (High): $1.10×3.7 relative to the lowest price among the compared models
Ring-2.6-1T: Best: $0.30

Output · $ / 1M tokens

o4-mini (High): $4.40×1.8 relative to the lowest price among the compared models
Ring-2.6-1T: Best: $2.50

Context window

o4-mini (High): 200K
Ring-2.6-1T: Best: 262K

Reasoning

o4-mini (High): Yes
Ring-2.6-1T: Yes

Open weights

o4-mini (High): No
Ring-2.6-1T: Yes

Cost / task

o4-mini (High): —
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.

o4-mini (High)16.7 · $1.93
Ring-2.6-1T16.6 · $0.85