Output speed
#9 fastest of 79199 tok/s
Ant Group · released 2026-08-04
Measured on 48 benchmarks.
9.4
#81 of 98 models
includes estimates: 45% of the mix is measured for this model
Bars show where Ling 3.0 Flash sits among the 98 ranked models on each benchmark (right is best); the tick is the field median.
199 tok/s
2.5s
$0.018 per 1M tokens at API prices
97.0% cache read · 2.50% fresh input · 0.00% cache write · 0.50% output
Assumed mix: no measured T3 Code usage for this model.
Not measured for Ling 3.0 Flash: cost per task, time per task, output tokens per task (no published API price yet).
agentic
Leader: Gemini 4 Carbon · 77.8%
agentic
Leader: Sonnet 5.5 · 1813
economics
Leader: Muse Wonder Full · 32.6%
reasoning
Leader: Gemini 4 Carbon · 69.1%
coding
Leader: Kimi K3.1 · 67.2%