Model Comparator

Compare up to four models using the same criteria.

MiniMax-M3.1-Flash
MiniMax
Ling 3.1 Flash 1019
InclusionAI

Differences only

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

Model Comparator
Metrics	MiniMax-M3.1-Flash MiniMax	Ling 3.1 Flash 1019 InclusionAI
Intelligence	29.1	Best: 29.6
Speed	124 t/s	—
TTFT	1.1 s	—
Input · $ / 1M tokens	Best: $0.15	$0.30×2 relative to the lowest price among the compared models
Output · $ / 1M tokens	Best: $0.60	$0.90×1.5 relative to the lowest price among the compared models
Context window	1M	1M
Reasoning	Yes	Yes
Open weights	Yes	Yes
Cost / task	Best: $0.491	$3.19×6.5 relative to the lowest price among the compared models

Intelligence

MiniMax-M3.1-Flash: 29.1
Ling 3.1 Flash 1019: Best: 29.6

Speed

MiniMax-M3.1-Flash: 124 t/s
Ling 3.1 Flash 1019: —

TTFT

MiniMax-M3.1-Flash: 1.1 s
Ling 3.1 Flash 1019: —

Input · $ / 1M tokens

MiniMax-M3.1-Flash: Best: $0.15
Ling 3.1 Flash 1019: $0.30×2 relative to the lowest price among the compared models

Output · $ / 1M tokens

MiniMax-M3.1-Flash: Best: $0.60
Ling 3.1 Flash 1019: $0.90×1.5 relative to the lowest price among the compared models

Context window

MiniMax-M3.1-Flash: 1M
Ling 3.1 Flash 1019: 1M

Reasoning

MiniMax-M3.1-Flash: Yes
Ling 3.1 Flash 1019: Yes

Open weights

MiniMax-M3.1-Flash: Yes
Ling 3.1 Flash 1019: Yes

Cost / task

MiniMax-M3.1-Flash: Best: $0.491
Ling 3.1 Flash 1019: $3.19×6.5 relative to the lowest price among the compared models

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.

MiniMax-M3.1-Flash29.1 · $0.491
Ling 3.1 Flash 101929.6 · $3.19