Model Comparator

Compare up to four models using the same criteria.

GPT-5.6 Terra (Max)
OpenAI
Ling 3.1 Flash
InclusionAI

Differences only

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

Model Comparator
Metrics	GPT-5.6 Terra (Max) OpenAI	Ling 3.1 Flash InclusionAI
Intelligence	Best: 42.1	41.1
Coding	76.7	—
Agentic	43.2	—
Speed	107 t/s	Best: 211 t/s
TTFT	137 s	Best: 1.87 s
Input · $ / 1M tokens	$2×6.7 relative to the lowest price among the compared models	Best: $0.30
Output · $ / 1M tokens	$12×13.3 relative to the lowest price among the compared models	Best: $0.90
Context window	1M	1M
Reasoning	Yes	Yes
Open weights	No	No
Cost / task	$1.40×1.4 relative to the lowest price among the compared models	Best: $1.0

Intelligence

GPT-5.6 Terra (Max): Best: 42.1
Ling 3.1 Flash: 41.1

Coding

GPT-5.6 Terra (Max): 76.7
Ling 3.1 Flash: —

Agentic

GPT-5.6 Terra (Max): 43.2
Ling 3.1 Flash: —

Speed

GPT-5.6 Terra (Max): 107 t/s
Ling 3.1 Flash: Best: 211 t/s

TTFT

GPT-5.6 Terra (Max): 137 s
Ling 3.1 Flash: Best: 1.87 s

Input · $ / 1M tokens

GPT-5.6 Terra (Max): $2×6.7 relative to the lowest price among the compared models
Ling 3.1 Flash: Best: $0.30

Output · $ / 1M tokens

GPT-5.6 Terra (Max): $12×13.3 relative to the lowest price among the compared models
Ling 3.1 Flash: Best: $0.90

Context window

GPT-5.6 Terra (Max): 1M
Ling 3.1 Flash: 1M

Reasoning

GPT-5.6 Terra (Max): Yes
Ling 3.1 Flash: Yes

Open weights

GPT-5.6 Terra (Max): No
Ling 3.1 Flash: No

Cost / task

GPT-5.6 Terra (Max): $1.40×1.4 relative to the lowest price among the compared models
Ling 3.1 Flash: Best: $1.0

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-5.6 Terra (Max)42.1 · $1.40
Ling 3.1 Flash41.1 · $1.0