BenchLeader

Qwen3 Vl 8B

Best configuration ranks #440 of 610 on the BenchLeader Index at 43.4 ±1.5 (thinking reasoning effort). Released 15 Oct 2025.

Blended price
$0.660/M
$0.180 in · $2.10 out
Output speed
111 tok/s
First answer
20 s
first token 2.46 s
Context
256k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index43
  2. Agents & tools37
  3. Knowledge39
  4. Instruction following42
  5. Multimodal41
  6. Long context42
  7. Composite39

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
thinkingbest43.4#440111 tok/s20 s$0.0007Agents & tools 37 · Composite 39 · Instruction following 42 · Knowledge 39 · Long context 42 · Multimodal 41
default40.4#508117 tok/s2.46 s$0.0003Agents & tools 36 · Composite 38 · Instruction following 36 · Knowledge 40 · Long context 33 · Multimodal 31

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 index57.9%#36942.7%#440Artificial Analysis
Humanity's Last Exam (AA)not in index3.9%#4742.7%#520Artificial Analysis

Agents & tools

BenchmarkthinkingdefaultSource
Terminal-Bench Hard3.8%#2832.3%#304Artificial Analysis
τ²-Bench Telecom (AA)not in index22.5%#29729.2%#256Artificial Analysis

Knowledge

BenchmarkthinkingdefaultSource
AA-Omniscience-52.3#334-51.9#332Artificial Analysis

Instruction following

BenchmarkthinkingdefaultSource
IFBench39.9%#25232.3%#327Artificial Analysis

Multimodal

BenchmarkthinkingdefaultSource
MMMU-Pro56.6%#18947.3%#215Artificial Analysis

Long context

BenchmarkthinkingdefaultSource
AA-LCR33.3%#30916.7%#375Artificial Analysis

Composite

BenchmarkthinkingdefaultSource
AA Intelligence Index8.2#3677.3#407Artificial 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.47 tok/s0.53 s$0.117$0.455131k
Parasail15 tok/s1.85 s$0.250$0.750262kbf16

Price history

Listed price per 1M tokens over time, as recorded by OpenRouter for the provider with the longest history.

$0.00$0.193$0.385$0.578$0.770Feb 26Mar 26Apr 26May 26Jun 26Jul 26Aug 26Sept 26
input outputnow $0.117 in · $0.455 out

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$0.000722.9 s
Summarise a 30-page report12,000 / 600$0.003425.6 s
Code edit6,000 / 1,500$0.004233.7 s
Agentic coding session60,000 / 4,000$0.01956.2 s
Structured extraction2,000 / 200$0.000822.0 s

See also

Data as of 9 Sept 2026. Compare these configurations.