Model Comparator

Compare up to four models using the same criteria.

GLM-5.2 (Non-reasoning)
Z.AI
Ling-3.0-flash-Fin
InclusionAI

Differences only

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

Model Comparator
Metrics	GLM-5.2 (Non-reasoning) Z.AI	Ling-3.0-flash-Fin InclusionAI
Intelligence	22.4	Best: 22.6
Coding	46.5	Best: 55.6
Agentic	—	27.9
Speed	182 t/s	Best: 383 t/s
TTFT	Best: 1.21 s	1.43 s
Input · $ / 1M tokens	$1.40×18.7 relative to the lowest price among the compared models	Best: $0.075
Output · $ / 1M tokens	$4.40×20 relative to the lowest price among the compared models	Best: $0.22
Context window	Best: 1M	262K
Reasoning	No	Yes
Open weights	Yes	Yes

Intelligence

GLM-5.2 (Non-reasoning): 22.4
Ling-3.0-flash-Fin: Best: 22.6

Coding

GLM-5.2 (Non-reasoning): 46.5
Ling-3.0-flash-Fin: Best: 55.6

Agentic

GLM-5.2 (Non-reasoning): —
Ling-3.0-flash-Fin: 27.9

Speed

GLM-5.2 (Non-reasoning): 182 t/s
Ling-3.0-flash-Fin: Best: 383 t/s

TTFT

GLM-5.2 (Non-reasoning): Best: 1.21 s
Ling-3.0-flash-Fin: 1.43 s

Input · $ / 1M tokens

GLM-5.2 (Non-reasoning): $1.40×18.7 relative to the lowest price among the compared models
Ling-3.0-flash-Fin: Best: $0.075

Output · $ / 1M tokens

GLM-5.2 (Non-reasoning): $4.40×20 relative to the lowest price among the compared models
Ling-3.0-flash-Fin: Best: $0.22

Context window

GLM-5.2 (Non-reasoning): Best: 1M
Ling-3.0-flash-Fin: 262K

Reasoning

GLM-5.2 (Non-reasoning): No
Ling-3.0-flash-Fin: Yes

Open weights

GLM-5.2 (Non-reasoning): Yes
Ling-3.0-flash-Fin: Yes

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.

GLM-5.2 (Non-reasoning)22.4 · $2.15
Ling-3.0-flash-Fin22.6 · $0.111