BenchLeader

Qwen3.5 122B-A10B

Best configuration ranks #166 of 610 on the BenchLeader Index at 56.0 ±5.1. Last measured 8 Sept 2026. Released 24 Feb 2026.

Blended price
$1.10/M
$0.400 in · $3.20 out
Output speed
129 tok/s
First answer
18 s
first token 0.70 s
Context
262k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index56
  2. Reasoning60
  3. Coding48
  4. Agents & tools61
  5. Knowledge44
  6. Instruction following73
  7. Human preference60
  8. Multimodal59
  9. Long context65
  10. Composite49

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
no reasoning50.0#297142 tok/s2.32 s$0.0011Agents & tools 59 · Coding 38 · Composite 51 · Instruction following 52 · Knowledge 38 · Long context 57 · Multimodal 55
defaultbest56.0#166129 tok/s18 s$0.0011Agents & tools 61 · Coding 48 · Composite 49 · Human preference 60 · Instruction following 73 · Knowledge 44 · Long context 65 · Multimodal 59 · Reasoning 60

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

Benchmarkno reasoningdefaultSourceTrend
LMArena Hard Prompts1433#113LMArena
GPQA Diamond (AA)not in index82.7%#16585.7%#119Artificial Analysis
Humanity's Last Exam (AA)not in index15.9%#18625.2%#134Artificial Analysis

Coding

Benchmarkno reasoningdefaultSourceTrend
SciCode35.6%#131SciCode
LMArena Coding1459#115LMArena
LMArena WebDev1358#87LMArena
SciCode (AA)not in index39.7%#117Artificial Analysis

Agents & tools

Benchmarkno reasoningdefaultSourceTrend
Terminal-Bench Hard29.6%#11431.1%#104Artificial Analysis
τ²-Bench Telecom (AA)not in index84.5%#9993.6%#42Artificial Analysis

Knowledge

Benchmarkno reasoningdefaultSourceTrend
AA-Omniscience-55.0#360-41.5#259Artificial Analysis

Instruction following

Benchmarkno reasoningdefaultSourceTrend
IFBench50.8%#16775.7%#27Artificial Analysis

Human preference

Benchmarkno reasoningdefaultSourceTrend
LMArena Text1417#110LMArena

Multimodal

Benchmarkno reasoningdefaultSourceTrend
LMArena Vision1245#54LMArena
MMMU-Pro70.3%#11475.0%#78Artificial Analysis

Long context

Benchmarkno reasoningdefaultSourceTrend
AA-LCR61.3%#21076.3%#100Artificial Analysis

Composite

Benchmarkno reasoningdefaultSourceTrend
AA Intelligence Index17.8#19616.2#211Artificial 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.115 tok/s0.53 s$0.260$2.08262k
DeepInfra106 tok/s0.45 s$0.290$2.40262kfp4
NovitaAI91 tok/s0.70 s$0.400$3.20262kbf16
AtlasCloud89 tok/s1.10 s$0.300$2.40262kfp8
SiliconFlow78 tok/s0.99 s$0.260$2.08262kfp8

Price history

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

$0.00$0.880$1.76$2.64$3.52Feb 26Mar 26Apr 26May 26Jun 26Jul 26Aug 26
input outputnow $0.260 in · $2.08 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$0.001120.1 s
Summarise a 30-page report12,000 / 600$0.006722.5 s
Code edit6,000 / 1,500$0.007229.4 s
Agentic coding session60,000 / 4,000$0.03748.8 s
Structured extraction2,000 / 200$0.001419.4 s

See also

Data as of 9 Sept 2026. Compare these configurations.