Model Comparator

Compare up to four models using the same criteria.

GPT-5.4 mini (Medium)
OpenAI
Ling 3.0 Flash
InclusionAI

Differences only

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

Model Comparator
Metrics	GPT-5.4 mini (Medium) OpenAI	Ling 3.0 Flash InclusionAI
Intelligence	19.7	Best: 20.1
Coding	—	50.6
Agentic	—	19.3
Speed	204 t/s	Best: 311 t/s
TTFT	5.51 s	Best: 2.53 s
Input · $ / 1M tokens	$0.75×10 relative to the lowest price among the compared models	Best: $0.075
Output · $ / 1M tokens	$4.50×20.5 relative to the lowest price among the compared models	Best: $0.22
Context window	1M	1M
Reasoning	Yes	Yes
Open weights	No	Yes
Cost / task	—	$0.0277

Intelligence

GPT-5.4 mini (Medium): 19.7
Ling 3.0 Flash: Best: 20.1

Coding

GPT-5.4 mini (Medium): —
Ling 3.0 Flash: 50.6

Agentic

GPT-5.4 mini (Medium): —
Ling 3.0 Flash: 19.3

Speed

GPT-5.4 mini (Medium): 204 t/s
Ling 3.0 Flash: Best: 311 t/s

TTFT

GPT-5.4 mini (Medium): 5.51 s
Ling 3.0 Flash: Best: 2.53 s

Input · $ / 1M tokens

GPT-5.4 mini (Medium): $0.75×10 relative to the lowest price among the compared models
Ling 3.0 Flash: Best: $0.075

Output · $ / 1M tokens

GPT-5.4 mini (Medium): $4.50×20.5 relative to the lowest price among the compared models
Ling 3.0 Flash: Best: $0.22

Context window

GPT-5.4 mini (Medium): 1M
Ling 3.0 Flash: 1M

Reasoning

GPT-5.4 mini (Medium): Yes
Ling 3.0 Flash: Yes

Open weights

GPT-5.4 mini (Medium): No
Ling 3.0 Flash: Yes

Cost / task

GPT-5.4 mini (Medium): —
Ling 3.0 Flash: $0.0277

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-5.4 mini (Medium)19.7 · $1.69
Ling 3.0 Flash20.1 · $0.111