Model comparison

Grok 4.1 Fast vs o3-pro

o3-pro is the stronger model overall, scoring 42.7 to 40.9 on the Noometry Index. Grok 4.1 Fast costs 127× less per token, which makes it the better buy when o3-pro's lead doesn't matter for your workload.

Last verified . 2 shared benchmarks.

Grok 4.1 Fast xAI

40.9

Rank #131 Confirmed

o3-pro OpenAI

42.7

Rank #94 Confirmed

Summary

  • They share 2 benchmarks with published results for both. Grok 4.1 Fast scores higher in 3 categories and o3-pro in 2 categories; 4 gaps are clear of the uncertainty.
  • The widest gap is in long context, where o3-pro leads 72.1 to 42.4.
  • The biggest single-benchmark swing is Vectara Hallucination Rate: 17.8% for Grok 4.1 Fast and 23.3% for o3-pro.
  • Grok 4.1 Fast is cheaper at $0.20 / $0.50 per million input/output tokens, against $20 / $80 for o3-pro.
  • o3-pro accepts more context: 200K tokens versus 128K.

Side by side

Grok 4.1 Fast and o3-pro specifications
Grok 4.1 Fasto3-pro
ProviderxAIOpenAI
Noometry Index40.942.7
Released2025-06-272025-06-10
WeightsProprietaryProprietary
Context window128K200K
Max output30K100K
Input $ / M tokens$0.20$20
Output $ / M tokens$0.50$80
Results tracked3212

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Category by category

Coding o3-pro leads

Grok 4.1 Fast: 33.8 (#236), o3-pro: 55.1 (#22)

Coding benchmarks
BenchmarkGrok 4.1 Fasto3-pro
Aider Polyglot—84.9%
LMArena WebDev1241—
WeirdML—58.2%
LMArena Coding1411—
ALE-Bench394.93—

Agentic & Tool Use Not comparable

Grok 4.1 Fast: 36.1 (#35), o3-pro: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.1 Fasto3-pro
Berkeley Function Calling Leaderboard69.6%—
τ²-bench Banking13.1%—
LMArena Search1171—
Vending-Bench 21,107—

Reasoning Grok 4.1 Fast leads

Grok 4.1 Fast: 42.3 (#45), o3-pro: 24.1 (#152)

Reasoning benchmarks
BenchmarkGrok 4.1 Fasto3-pro
DTBench87.7%86.9%
ARC-AGI-2—4.9%
SimpleBench56%—
Kagi LLM Benchmark—72.1%
NYT Connections (extended)87.4%—
ARC-AGI-1—59.3%
LMArena Hard Prompts1407—
LMCA—38.5%
Epoch Capabilities Index—147.43
ForecastBench61—

Math Not comparable

Grok 4.1 Fast: 30.9 (#201), o3-pro: —

Math benchmarks
BenchmarkGrok 4.1 Fasto3-pro
MathArena Final-Answer Competitions60.9%—
ProofBench4%—
LMArena Math1408—

Knowledge Grok 4.1 Fast leads

Grok 4.1 Fast: 32.6 (#203), o3-pro: 29.0 (#234)

Knowledge benchmarks
BenchmarkGrok 4.1 Fasto3-pro
Vectara Hallucination Rate17.8%23.3%
Confabulations—14.2%
LMArena Expert1398—

Multimodal Not comparable

Grok 4.1 Fast: 36.3 (#71), o3-pro: —

Multimodal benchmarks
BenchmarkGrok 4.1 Fasto3-pro
LMArena Vision1201—

Multilingual Not comparable

Grok 4.1 Fast: 51.1 (#110), o3-pro: —

Multilingual benchmarks
BenchmarkGrok 4.1 Fasto3-pro
LMArena Non-English1391—
LMArena Chinese1441—
LMArena French1416—
LMArena German1404—
LMArena Japanese1347—
LMArena Korean1361—
LMArena Russian1387—
LMArena Spanish1411—

Instruction Following Not comparable

Grok 4.1 Fast: 72.8 (#127), o3-pro: —

Instruction Following benchmarks
BenchmarkGrok 4.1 Fasto3-pro
LMArena Instruction Following1376—

Long Context o3-pro leads

Grok 4.1 Fast: 42.4 (#121), o3-pro: 72.1 (#1)

Long Context benchmarks
BenchmarkGrok 4.1 Fasto3-pro
Fiction.LiveBench—97.2%
LMArena Longer Query1390—

Writing & Preference Too close to call

Grok 4.1 Fast: 57.4 (#126), o3-pro: 57.1 (#128)

Writing & Preference benchmarks
BenchmarkGrok 4.1 Fasto3-pro
LMArena Text1408—
LMArena Creative Writing1394—
Short-Story Creative Writing—84.4%
EQ-Bench Creative Writing1327—
LMArena Multi-Turn1389—

Frequently asked questions

Is Grok 4.1 Fast better than o3-pro?

o3-pro is the stronger model overall, scoring 42.7 to 40.9 on the Noometry Index. Grok 4.1 Fast costs 127× less per token, which makes it the better buy when o3-pro's lead doesn't matter for your workload.

Which is cheaper, Grok 4.1 Fast or o3-pro?

Grok 4.1 Fast is cheaper. It lists at $0.20 per million input tokens and $0.50 per million output tokens; o3-pro lists at $20 and $80.

Is Grok 4.1 Fast or o3-pro better for coding?

o3-pro scores higher on coding benchmarks: 55.1 versus 33.8 in the Noometry coding category.

Which has the bigger context window?

o3-pro does, with 200K tokens against 128K.

How many benchmarks do Grok 4.1 Fast and o3-pro share?

2 benchmarks have published results for both models. Grok 4.1 Fast has 32 scored results on Noometry and o3-pro has 12.

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