Model Comparator

Compare up to four models using the same criteria.

Claude Sonnet 5.5 (High, Default Fallback)
Anthropic
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	Claude Sonnet 5.5 (High, Default Fallback) Anthropic	Ling 3.1 Flash InclusionAI
Intelligence	Best: 41.5	41.1
Speed	95.9 t/s	Best: 212 t/s
TTFT	12.3 s	Best: 1.84 s
Input · $ / 1M tokens	$2×6.7 relative to the lowest price among the compared models	Best: $0.30
Output · $ / 1M tokens	$10×11.1 relative to the lowest price among the compared models	Best: $0.90
Context window	1M	1M
Reasoning	Yes	Yes
Open weights	No	Yes
Cost / task	$1.64×1.6 relative to the lowest price among the compared models	Best: $1.01

Intelligence

Claude Sonnet 5.5 (High, Default Fallback): Best: 41.5
Ling 3.1 Flash: 41.1

Speed

Claude Sonnet 5.5 (High, Default Fallback): 95.9 t/s
Ling 3.1 Flash: Best: 212 t/s

TTFT

Claude Sonnet 5.5 (High, Default Fallback): 12.3 s
Ling 3.1 Flash: Best: 1.84 s

Input · $ / 1M tokens

Claude Sonnet 5.5 (High, Default Fallback): $2×6.7 relative to the lowest price among the compared models
Ling 3.1 Flash: Best: $0.30

Output · $ / 1M tokens

Claude Sonnet 5.5 (High, Default Fallback): $10×11.1 relative to the lowest price among the compared models
Ling 3.1 Flash: Best: $0.90

Context window

Claude Sonnet 5.5 (High, Default Fallback): 1M
Ling 3.1 Flash: 1M

Reasoning

Claude Sonnet 5.5 (High, Default Fallback): Yes
Ling 3.1 Flash: Yes

Open weights

Claude Sonnet 5.5 (High, Default Fallback): No
Ling 3.1 Flash: Yes

Cost / task

Claude Sonnet 5.5 (High, Default Fallback): $1.64×1.6 relative to the lowest price among the compared models
Ling 3.1 Flash: Best: $1.01

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 Sonnet 5.5 (High, Default Fallback)41.5 · $1.64
Ling 3.1 Flash41.1 · $1.01