BenchLeader

Qwen3 Vl 32B

Best configuration ranks #333 of 610 on the BenchLeader Index at 48.2 ±5.7 (thinking reasoning effort). Released 21 Oct 2025.

Blended price
$0.838/M
$0.160 in · $2.87 out
Output speed
90 tok/s
First answer
25 s
first token 2.68 s
Context
131k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index48
  2. Agents & tools40
  3. Knowledge39
  4. Instruction following59
  5. Multimodal48
  6. Long context54
  7. Composite44

Reasoning-effort configurations

The same model behaves differently depending on how much it is allowed to think. Each row is one setting, scored only on the benchmarks that were run at that setting. “Default” means the publisher did not say which setting was used.

EffortIndexRankSpeedFirst answerChat reply costCategories
thinkingbest48.2#33390 tok/s25 s$0.0009Agents & tools 40 · Composite 44 · Instruction following 59 · Knowledge 39 · Long context 54 · Multimodal 48
default44.3#42066 tok/s2.68 s$0.0003Agents & tools 41 · Composite 40 · Instruction following 42 · Knowledge 34 · Multimodal 49

Benchmark results

One column per reasoning effort. Rank is among every configuration of every model on that benchmark. Hover a score for the run it came from.

Reasoning

BenchmarkthinkingdefaultSource
GPQA Diamond (AA)not in index73.3%#25867.1%#309Artificial Analysis
Humanity's Last Exam (AA)not in index10.2%#2556.8%#308Artificial Analysis

Agents & tools

BenchmarkthinkingdefaultSource
Terminal-Bench Hard7.6%#2328.3%#226Artificial Analysis
τ²-Bench Telecom (AA)not in index45.6%#20329.2%#256Artificial Analysis

Knowledge

BenchmarkthinkingdefaultSource
AA-Omniscience-52.5#337-63.4#411Artificial Analysis

Instruction following

BenchmarkthinkingdefaultSource
IFBench59.4%#12739.2%#259Artificial Analysis

Multimodal

BenchmarkthinkingdefaultSource
MMMU-Pro63.4%#15664.3%#152Artificial Analysis

Long context

BenchmarkthinkingdefaultSource
AA-LCR55.3%#233Artificial Analysis

Composite

BenchmarkthinkingdefaultSource
AA Intelligence Index11.9#2748.4#361Artificial Analysis

Where to run it

Every provider serving this model through OpenRouter, with throughput and first-token latency measured on live traffic over the last 30 minutes and each provider’s own price. Purple marks the best in each column.

ProviderSpeedFirst tokenInput $/MOutput $/MContextQuantisation
Alibaba Cloud Int.51 tok/s1.02 s$0.104$0.416131k

What a task costs

Estimates from list price, output speed and time to first answer for the best configuration. “With caching” assumes three-quarters of the input is served from the prompt cache. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.000928.2 s
Summarise a 30-page report12,000 / 600$0.003631.6 s
Code edit6,000 / 1,500$0.005341.6 s
Agentic coding session60,000 / 4,000$0.0211.2 min
Structured extraction2,000 / 200$0.000927.1 s

See also

Data as of 9 Sept 2026. Compare these configurations.