Model comparison

GPT-6 Sol vs Grok 4.1 Fast

GPT-6 Sol is the stronger model overall, scoring 61.8 to 41.4 on the Noometry Index. Grok 4.1 Fast costs 15× less per token, which makes it the better buy when GPT-6 Sol's lead doesn't matter for your workload.

Last verified . 26 shared benchmarks.

GPT-6 Sol OpenAI

61.8

Rank #12 Confirmed

Grok 4.1 Fast xAI

41.4

Rank #136 Confirmed

Summary

  • They share 26 benchmarks with published results for both. GPT-6 Sol scores higher in 9 categories and Grok 4.1 Fast in 1 category; 7 gaps are clear of the uncertainty.
  • The widest gap is in math, where GPT-6 Sol leads 87.2 to 31.9.
  • The biggest single-benchmark swing is ProofBench: 83% for GPT-6 Sol and 4% for Grok 4.1 Fast.
  • Grok 4.1 Fast is cheaper at $0.20 / $0.50 per million input/output tokens, against $2 / $10 for GPT-6 Sol.
  • GPT-6 Sol accepts more context: 1.05M tokens versus 128K.

Side by side

GPT-6 Sol and Grok 4.1 Fast specifications
GPT-6 SolGrok 4.1 Fast
ProviderOpenAIxAI
Noometry Index61.841.4
Released2026-09-222025-06-27
WeightsProprietaryProprietary
Context window1.05M128K
Max output128K30K
Input $ / M tokens$2$0.20
Output $ / M tokens$10$0.50
Results tracked4532

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Category by category

Coding GPT-6 Sol leads

GPT-6 Sol: 60.1 (#11), Grok 4.1 Fast: 34.1 (#245)

Coding benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
LMArena WebDev16881242
LMArena Coding14471411
ALE-Bench2,462394.93
DeepSWE68.8%—
FrontierCode49.3%—
SciCode57.6%—

Agentic & Tool Use Too close to call

GPT-6 Sol: 37.2 (#36), Grok 4.1 Fast: 36.3 (#39)

Agentic & Tool Use benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
Vending-Bench 214,4281,107
APEX-Agents54.3%—
Berkeley Function Calling Leaderboard—69.6%
τ²-bench Banking—13.1%
GDP.pdf26.4%—
LMArena Search—1171

Reasoning GPT-6 Sol leads

GPT-6 Sol: 74.0 (#9), Grok 4.1 Fast: 43.4 (#49)

Reasoning benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
NYT Connections (extended)90.1%87.4%
LMArena Hard Prompts14181407
DTBench97.3%87.7%
ARC-AGI-289.6%—
SimpleBench—56%
ARC-AGI-195.5%—
CritPt30.9%—
EBR-Bench53.3%—
Mystery Game Puzzles56%—
LMCA59.1%—
Epoch Capabilities Index162.72—
ForecastBench—61

Math GPT-6 Sol leads

GPT-6 Sol: 87.2 (#7), Grok 4.1 Fast: 31.9 (#221)

Math benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
ProofBench83%4%
LMArena Math14021408
FrontierMath (Tiers 1-3)89.8%—
FrontierMath Tier 490%—
MathArena Final-Answer Competitions—60.9%
OTIS Mock AIME 2024-2025100%—

Knowledge GPT-6 Sol leads

GPT-6 Sol: 64.8 (#15), Grok 4.1 Fast: 33.1 (#207)

Knowledge benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
Vectara Hallucination Rate6.5%17.8%
LMArena Expert14391399
GPQA Diamond94.3%—
SimpleQA Verified60.7%—

Multimodal GPT-6 Sol leads

GPT-6 Sol: 47.6 (#10), Grok 4.1 Fast: 37.0 (#76)

Multimodal benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
LMArena Vision12451201
Blueprint-Bench 236.9%—
Furniture Assembly58.3%—

Multilingual Too close to call

GPT-6 Sol: 50.5 (#118), Grok 4.1 Fast: 51.0 (#114)

Multilingual benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
LMArena Non-English13851391
LMArena Chinese14051441
LMArena French14101415
LMArena German13901404
LMArena Japanese13851349
LMArena Korean13411361
LMArena Russian14011387
LMArena Spanish13841413

Instruction Following GPT-6 Sol leads

GPT-6 Sol: 74.5 (#94), Grok 4.1 Fast: 72.7 (#133)

Instruction Following benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
LMArena Instruction Following14121376

Long Context Too close to call

GPT-6 Sol: 43.1 (#108), Grok 4.1 Fast: 42.4 (#126)

Long Context benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
LMArena Longer Query14111390

Writing & Preference GPT-6 Sol leads

GPT-6 Sol: 71.9 (#18), Grok 4.1 Fast: 57.2 (#131)

Writing & Preference benchmarks
BenchmarkGPT-6 SolGrok 4.1 Fast
LMArena Text13951408
LMArena Creative Writing13781394
EQ-Bench Creative Writing21251327
LMArena Multi-Turn14121389

Frequently asked questions

Is GPT-6 Sol better than Grok 4.1 Fast?

GPT-6 Sol is the stronger model overall, scoring 61.8 to 41.4 on the Noometry Index. Grok 4.1 Fast costs 15× less per token, which makes it the better buy when GPT-6 Sol's lead doesn't matter for your workload.

Which is cheaper, GPT-6 Sol or Grok 4.1 Fast?

Grok 4.1 Fast is cheaper. It lists at $0.20 per million input tokens and $0.50 per million output tokens; GPT-6 Sol lists at $2 and $10.

Is GPT-6 Sol or Grok 4.1 Fast better for coding?

GPT-6 Sol scores higher on coding benchmarks: 60.1 versus 34.1 in the Noometry coding category.

Which has the bigger context window?

GPT-6 Sol does, with 1.05M tokens against 128K.

How many benchmarks do GPT-6 Sol and Grok 4.1 Fast share?

26 benchmarks have published results for both models. GPT-6 Sol has 45 scored results on Noometry and Grok 4.1 Fast has 32.

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