Model Comparator

Compare up to four models using the same criteria.

Claude 4.5 Haiku (Reasoning)
Anthropic
Ling-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	Claude 4.5 Haiku (Reasoning) Anthropic	Ling-2.6-1T InclusionAI
Intelligence	16.9	Best: 17
Coding	43.9	—
Math	83.7	—
Agentic	8	—
Speed	85.9 t/s	—
TTFT	20.8 s	—
Input · $ / 1M tokens	$1×3.3 relative to the lowest price among the compared models	Best: $0.30
Output · $ / 1M tokens	$5×2 relative to the lowest price among the compared models	Best: $2.50
Context window	200K	Best: 262K
Reasoning	Yes	No
Open weights	No	Yes
Cost / task	$0.277	—

Intelligence

Claude 4.5 Haiku (Reasoning): 16.9
Ling-2.6-1T: Best: 17

Coding

Claude 4.5 Haiku (Reasoning): 43.9
Ling-2.6-1T: —

Math

Claude 4.5 Haiku (Reasoning): 83.7
Ling-2.6-1T: —

Agentic

Claude 4.5 Haiku (Reasoning): 8
Ling-2.6-1T: —

Speed

Claude 4.5 Haiku (Reasoning): 85.9 t/s
Ling-2.6-1T: —

TTFT

Claude 4.5 Haiku (Reasoning): 20.8 s
Ling-2.6-1T: —

Input · $ / 1M tokens

Claude 4.5 Haiku (Reasoning): $1×3.3 relative to the lowest price among the compared models
Ling-2.6-1T: Best: $0.30

Output · $ / 1M tokens

Claude 4.5 Haiku (Reasoning): $5×2 relative to the lowest price among the compared models
Ling-2.6-1T: Best: $2.50

Context window

Claude 4.5 Haiku (Reasoning): 200K
Ling-2.6-1T: Best: 262K

Reasoning

Claude 4.5 Haiku (Reasoning): Yes
Ling-2.6-1T: No

Open weights

Claude 4.5 Haiku (Reasoning): No
Ling-2.6-1T: Yes

Cost / task

Claude 4.5 Haiku (Reasoning): $0.277
Ling-2.6-1T: —

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.

Claude 4.5 Haiku (Reasoning)16.9 · $2
Ling-2.6-1T17 · $0.85