Model comparison

Grok 4 Fast vs Step 3.7 Flash

Grok 4 Fast is the stronger model overall, scoring 39.4 to 37.3 on the Noometry Index.

Last verified . 0 shared benchmarks.

Grok 4 Fast xAI

39.4

Rank #167 Confirmed

Step 3.7 Flash StepFun

37.3

Rank #207 Reported

Summary

  • The widest gap is in coding, where Step 3.7 Flash leads 40.0 to 32.5.
  • Step 3.7 Flash has downloadable open weights; the other is API-only.

Side by side

Grok 4 Fast and Step 3.7 Flash specifications
Grok 4 FastStep 3.7 Flash
ProviderxAIStepFun
Noometry Index39.437.3
Released2025-09-192026-05-29
WeightsProprietaryOpen
Context window—256K
Max output—256K
Input $ / M tokens—$0.18
Output $ / M tokens—$1.11
Results tracked305

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Category by category

Coding Step 3.7 Flash leads

Grok 4 Fast: 32.5 (#271), Step 3.7 Flash: 40.0 (#150)

Coding benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
LMArena WebDev1159—
SciCode—40%
WeirdML42.9%—
LMArena Coding1429—
ALE-Bench—694.12

Agentic & Tool Use Not comparable

Grok 4 Fast: 29.5 (#86), Step 3.7 Flash: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
τ²-bench Banking15.7%—
Cybench30%—
LMArena Search1171—

Reasoning Too close to call

Grok 4 Fast: 22.2 (#201), Step 3.7 Flash: 21.6 (#219)

Reasoning benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
ARC-AGI-25.3%—
Kagi LLM Benchmark66.1%—
NYT Connections (extended)—39.7%
ARC-AGI-148.5%—
CritPt—2.3%
LMArena Hard Prompts1412—
DTBench82.7%—
Epoch Capabilities Index144.2—
ForecastBench60.5—

Math Step 3.7 Flash leads

Grok 4 Fast: 38.9 (#123), Step 3.7 Flash: 42.9 (#82)

Math benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
MathArena Final-Answer Competitions—68.5%
LMArena Math1419—

Knowledge Not comparable

Grok 4 Fast: 32.0 (#214), Step 3.7 Flash: —

Knowledge benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
Vectara Hallucination Rate19.7%—
LMArena Expert1411—

Multilingual Not comparable

Grok 4 Fast: 51.3 (#111), Step 3.7 Flash: —

Multilingual benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
LMArena Non-English1396—
LMArena Chinese1457—
LMArena French1431—
LMArena German1383—
LMArena Japanese1352—
LMArena Korean1357—
LMArena Russian1389—
LMArena Spanish1415—

Instruction Following Not comparable

Grok 4 Fast: 73.2 (#121), Step 3.7 Flash: —

Instruction Following benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
LMArena Instruction Following1387—

Long Context Not comparable

Grok 4 Fast: 63.2 (#3), Step 3.7 Flash: —

Long Context benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
Fiction.LiveBench94.4%—
LMArena Longer Query1415—

Writing & Preference Not comparable

Grok 4 Fast: 60.0 (#102), Step 3.7 Flash: —

Writing & Preference benchmarks
BenchmarkGrok 4 FastStep 3.7 Flash
LMArena Text1407—
LMArena Creative Writing1387—
LMArena Multi-Turn1414—

Frequently asked questions

Is Grok 4 Fast better than Step 3.7 Flash?

Grok 4 Fast is the stronger model overall, scoring 39.4 to 37.3 on the Noometry Index.

Is Grok 4 Fast or Step 3.7 Flash better for coding?

Step 3.7 Flash scores higher on coding benchmarks: 40.0 versus 32.5 in the Noometry coding category.

How many benchmarks do Grok 4 Fast and Step 3.7 Flash share?

0 benchmarks have published results for both models. Grok 4 Fast has 30 scored results on Noometry and Step 3.7 Flash has 5.

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