BenchLeader
xAIReasoning model

Grok 4.1

Best configuration ranks #169 of 610 on the BenchLeader Index at 55.9 ±4.0 (thinking reasoning effort). Last measured 8 Sept 2026. Released 27 Jun 2025.

Blended price
$1.56/M
$1.25 in · $2.50 out
Output speed
First answer
Context
2M
How it scores by categoryDashed line = average model (50). One step of 15 = one standard deviation.
  1. Overall index56
  2. Reasoning59
  3. Coding46
  4. Agents & tools70
  5. Maths48
  6. Knowledge55
  7. Instruction following53
  8. Human preference66
  9. Multimodal50
  10. Long context63
  11. Composite55

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 reasoning47.9#342$0.0013Agents & tools 68 · Coding 31 · Knowledge 42 · Maths 40 · Reasoning 55
thinkingbest55.9#169$0.0013Agents & tools 70 · Coding 46 · Composite 55 · Human preference 66 · Instruction following 53 · Knowledge 55 · Long context 63 · Maths 48 · Multimodal 50 · Reasoning 59
default48.8#315$0.0013Agents & tools 46 · Coding 64 · Composite 43 · Human preference 65 · Instruction following 39 · Knowledge 40 · Long context 41 · Multimodal 32 · Reasoning 65

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 reasoningthinkingdefaultSourceTrend
SimpleBench56.0%#3756.0%#37SimpleBench
LMArena Hard Prompts1477#581474#63LMArena
GPQA Diamond (AA)not in index85.3%#12863.7%#334Artificial Analysis
Humanity's Last Exam (AA)not in index19.3%#1655.1%#369Artificial Analysis
GPQA Diamond (Vals)not in index65.2%#9984.3%#51Vals AI

Coding

Benchmarkno reasoningthinkingdefaultSourceTrend
LMArena Coding1499#641493#73LMArena
LMArena WebDev1241#108LMArena
LiveCodeBench42.6%#12180.6%#64Vals AI
IOI7.7%#363.1%#51Vals AI
SWE-bench (Vals)not in index41.4%#81Vals AI

Agents & tools

Benchmarkno reasoningthinkingdefaultSourceTrend
Cybench39.0%#6Cybench
APEX-Agents12.8%#50Mercor
Terminal-Bench Hard24.2%#13714.4%#189Artificial Analysis
τ²-Bench Telecom (AA)not in index93.3%#4463.7%#167Artificial Analysis
BFCL Overall58.3%#1069.6%#5Berkeley Function Calling Leaderboard

Maths

Benchmarkno reasoningthinkingdefaultSourceTrend
ProofBench4.0%#56Vals AI
AIME (Vals)27.1%#7391.9%#21Vals AI
MGSM87.6%#5789.5%#43Vals AI
AIME 202694.2%#20MathArena
HMMT February 202686.4%#20MathArena
MathArena Apex5.2%#25MathArena

Knowledge

Benchmarkno reasoningthinkingdefaultSourceTrend
AA-Omniscience-29.9#215-50.9#325Artificial Analysis
MMLU-Pro75.2%#10884.2%#64Vals AI
LegalBench79.1%#9182.5%#63Vals AI
CorpFin52.5%#9766.0%#24Vals AI
TaxEval61.9%#11773.1%#51Vals AI
MedQA76.0%#7592.1%#34Vals AI

Instruction following

Benchmarkno reasoningthinkingdefaultSourceTrend
IFBench52.7%#15636.5%#285Artificial Analysis

Human preference

Benchmarkno reasoningthinkingdefaultSourceTrend
LMArena Text1466#471459#52LMArena

Multimodal

Benchmarkno reasoningthinkingdefaultSourceTrend
LMArena Vision1199#73LMArena
MMMU-Pro63.3%#15848.4%#210Artificial Analysis

Long context

Benchmarkno reasoningthinkingdefaultSourceTrend
AA-LCR74.0%#12031.3%#319Artificial Analysis

Composite

Benchmarkno reasoningthinkingdefaultSourceTrend
AA Intelligence Index20.4#17211.3#289Artificial Analysis

Where it wins

Benchmarks where this configuration ranks in the top five of every configuration measured.

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 $0.050 per 1M. Reasoning tokens are not modelled.

WorkloadTokens in / outCostWith cachingTime
Chat reply400 / 300$0.0013$0.0009
Summarise a 30-page report12,000 / 600$0.017$0.0057
Code edit6,000 / 1,500$0.011$0.0059
Agentic coding session60,000 / 4,000$0.085$0.031
Structured extraction2,000 / 200$0.0030$0.0012

See also

Data as of 9 Sept 2026. Compare these configurations.