BenchLeader

Qwen3-Next 80B A3B

Best configuration ranks #273 of 610 on the BenchLeader Index at 51.0 ±5.1 (thinking reasoning effort). Last measured 2 Sept 2026. Released 1 Sept 2025.

Blended price
$0.466/M
$0.144 in · $1.43 out
Output speed
190 tok/s
First answer
13 s
first token 2.13 s
Context
131k
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index51
  2. Reasoning58
  3. Coding56
  4. Agents & tools42
  5. Knowledge40
  6. Instruction following60
  7. Human preference55
  8. Long context58
  9. Composite43

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
thinkingbest51.0#273190 tok/s13 s$0.0005Agents & tools 42 · Coding 56 · Composite 43 · Human preference 55 · Instruction following 60 · Knowledge 40 · Long context 58 · Reasoning 58
default48.4#324176 tok/s2.13 s$0.0002Agents & tools 40 · Coding 58 · Composite 41 · Human preference 58 · Instruction following 42 · Knowledge 36 · Long context 53 · Reasoning 55

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
LMArena Hard Prompts1385#1611420#130LMArena
GPQA Diamond (AA)not in index75.9%#23673.8%#254Artificial Analysis
Humanity's Last Exam (AA)not in index12.6%#2157.7%#287Artificial Analysis
Kagi LLM Benchmark66.7%#3654.4%#69Kagi LLM Benchmark

Coding

BenchmarkthinkingdefaultSource
LMArena Coding1422#1581445#132LMArena

Agents & tools

BenchmarkthinkingdefaultSource
Terminal-Bench Hard9.8%#2207.6%#232Artificial Analysis
τ²-Bench Telecom (AA)not in index41.5%#21321.6%#305Artificial Analysis

Knowledge

BenchmarkthinkingdefaultSource
AA-Omniscience-51.4#327-59.5#387Artificial Analysis

Instruction following

BenchmarkthinkingdefaultSource
IFBench60.7%#12239.7%#254Artificial Analysis

Human preference

BenchmarkthinkingdefaultSource
LMArena Text1369#1621399#133LMArena

Long context

BenchmarkthinkingdefaultSource
Fiction.LiveBench 120k62.5%#13Fiction.live
AA-LCR63.7%#20252.7%#247Artificial Analysis

Composite

BenchmarkthinkingdefaultSource
AA Intelligence Index11.2#2929.6#322Artificial 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
Google Vertex91 tok/s0.45 s$0.150$1.20262k
DeepInfra79 tok/s0.50 s$0.090$1.10262kfp8
Alibaba Cloud Int.68 tok/s0.52 s$0.098$0.780131k
NovitaAI68 tok/s0.81 s$0.150$1.50131kbf16
Parasail34 tok/s1.00 s$0.100$1.10262kfp8

Price history

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

$0.00$0.330$0.660$0.990$1.32Feb 26Mar 26Apr 26May 26Jun 26Jul 26Aug 26Sept 26
input outputnow $0.098 in · $0.780 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$0.000514.4 s
Summarise a 30-page report12,000 / 600$0.002616.0 s
Code edit6,000 / 1,500$0.003020.7 s
Agentic coding session60,000 / 4,000$0.01433.9 s
Structured extraction2,000 / 200$0.000613.9 s

See also

Data as of 9 Sept 2026. Compare these configurations.