BenchLeader
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Qwen3 7

Best configuration ranks #114 of 610 on the BenchLeader Index at 58.9 ±4.0 (max reasoning effort). Last measured 8 Sept 2026. Released 19 May 2026.

Blended price
$3.75/M
$2.50 in · $7.50 out
Output speed
199 tok/s
First answer
14 s
first token 1.03 s
Context
1M
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index59
  2. Reasoning66
  3. Coding61
  4. Agents & tools56
  5. Maths57
  6. Knowledge64
  7. Instruction following77
  8. Human preference37
  9. Long context66
  10. Composite56

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
maxbest58.9#114199 tok/s14 s$0.0033Agents & tools 56 · Coding 61 · Composite 56 · Human preference 37 · Instruction following 77 · Knowledge 64 · Long context 66 · Maths 57 · Reasoning 66
default53 tok/s1.03 sCoding 67 · Human preference 67 · Reasoning 67

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

BenchmarkmaxdefaultSourceTrend
GPQA Diamond90.9%#29Epoch AI Benchmarking Hub
SimpleBench70.4%#13SimpleBench
LMArena Hard Prompts1495#34LMArena
LiveBench Reasoningnot in index83.3%#32LiveBench
GPQA Diamond (AA)not in index92.3%#36Artificial Analysis
Humanity's Last Exam (AA)not in index40.5%#53Artificial Analysis
GPQA Diamond (Vals)not in index90.2%#25Vals AI

Coding

BenchmarkmaxdefaultSourceTrend
SWE-bench Verified (Epoch)77.3%#7Epoch AI Benchmarking Hub
SciCode48.8%#67SciCode
LMArena Coding1525#19LMArena
LMArena WebDev1517#36LMArena
LiveBench Codingnot in index74.2%#39LiveBench
SciCode (AA)not in index49.5%#74Artificial Analysis
LiveCodeBench87.1%#18Vals AI
IOI46.8%#11Vals AI
SWE-bench (Vals)not in index68.8%#66Vals AI

Agents & tools

Knowledge

BenchmarkmaxdefaultSourceTrend
SimpleQA Verified55.8%#15Epoch AI Benchmarking Hub
LiveBench Data Analysisnot in index71.8%#34LiveBench
AA-Omniscience13.5#59Artificial Analysis
MMLU-Pro89.3%#12Vals AI
LegalBench84.9%#25Vals AI
CorpFin63.7%#41Vals AI
TaxEval75.3%#19Vals AI

Instruction following

BenchmarkmaxdefaultSourceTrend
LiveBench Languagenot in index79.7%#24LiveBench
IFBench80.5%#7Artificial Analysis

Human preference

BenchmarkmaxdefaultSourceTrend
LMArena Text1474#32LMArena
EQ-Bench 41110#22EQ-Bench

Long context

BenchmarkmaxdefaultSourceTrend
AA-LCR79.0%#71Artificial Analysis

Composite

BenchmarkmaxdefaultSourceTrend
Epoch Capabilities Indexnot in index153.7#31Epoch AI Benchmarking Hub
LiveBench73.1%#37LiveBench
AA Intelligence Index29.9#82Artificial Analysis
Vals Indexnot in index44.8#31Vals AI

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.53 tok/s1.03 s$1.48$4.421M

Price history

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

$0.00$2.06$4.13$6.19$8.25May 26Jun 26Jul 26Aug 26
input outputnow $1.48 in · $4.42 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 at $0.500 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0033$0.002715.9 s
Summarise a 30-page report12,000 / 600$0.035$0.01717.4 s
Code edit6,000 / 1,500$0.026$0.01721.9 s
Agentic coding session60,000 / 4,000$0.180$0.09034.4 s
Structured extraction2,000 / 200$0.0065$0.003515.4 s

See also

Data as of 9 Sept 2026. Compare these configurations.