Model Comparator

Compare up to four models using the same criteria.

Claude Sonnet 5 (Low)
Anthropic
Ling-3.0-flash-VL
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 (Low) Anthropic	Ling-3.0-flash-VL InclusionAI
Intelligence	24.3	Best: 24.6
Coding	—	57
Agentic	—	28.7
Speed	57.8 t/s	Best: 124 t/s
TTFT	Best: 1.05 s	2.13 s
Input · $ / 1M tokens	$2×26.7 relative to the lowest price among the compared models	Best: $0.075
Output · $ / 1M tokens	$10×45.5 relative to the lowest price among the compared models	Best: $0.22
Context window	Best: 1M	262K
Reasoning	Yes	Yes
Open weights	No	Yes
Cost / task	$0.509	—

Intelligence

Claude Sonnet 5 (Low): 24.3
Ling-3.0-flash-VL: Best: 24.6

Coding

Claude Sonnet 5 (Low): —
Ling-3.0-flash-VL: 57

Agentic

Claude Sonnet 5 (Low): —
Ling-3.0-flash-VL: 28.7

Speed

Claude Sonnet 5 (Low): 57.8 t/s
Ling-3.0-flash-VL: Best: 124 t/s

TTFT

Claude Sonnet 5 (Low): Best: 1.05 s
Ling-3.0-flash-VL: 2.13 s

Input · $ / 1M tokens

Claude Sonnet 5 (Low): $2×26.7 relative to the lowest price among the compared models
Ling-3.0-flash-VL: Best: $0.075

Output · $ / 1M tokens

Claude Sonnet 5 (Low): $10×45.5 relative to the lowest price among the compared models
Ling-3.0-flash-VL: Best: $0.22

Context window

Claude Sonnet 5 (Low): Best: 1M
Ling-3.0-flash-VL: 262K

Reasoning

Claude Sonnet 5 (Low): Yes
Ling-3.0-flash-VL: Yes

Open weights

Claude Sonnet 5 (Low): No
Ling-3.0-flash-VL: Yes

Cost / task

Claude Sonnet 5 (Low): $0.509
Ling-3.0-flash-VL: —

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 (Low)24.3 · $4
Ling-3.0-flash-VL24.6 · $0.111