Model comparison

Grok 4.5 vs Step 2 16k Exp 202412

Grok 4.5 is the stronger model overall, scoring 55.0 to 38.6 on the Noometry Index.

Last verified . 12 shared benchmarks.

Grok 4.5 xAI

55.0

Rank #22 Confirmed

Step 2 16k Exp 202412 StepFun

38.6

Rank #173 Confirmed

Summary

  • They share 12 benchmarks with published results for both. Grok 4.5 scores higher in 8 categories and Step 2 16k Exp 202412 in 0 categories; 8 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.5 leads 56.0 to 24.8.

Side by side

Grok 4.5 and Step 2 16k Exp 202412 specifications
Grok 4.5Step 2 16k Exp 202412
ProviderxAIStepFun
Noometry Index55.038.6
Released2026-07-08—
WeightsProprietaryProprietary
Context window500K—
Max output500K—
Input $ / M tokens$2—
Output $ / M tokens$6—
Results tracked5212

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Category by category

Coding Grok 4.5 leads

Grok 4.5: 51.7 (#34), Step 2 16k Exp 202412: 37.9 (#170)

Coding benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Coding14731316
DeepSWE53.8%—
FrontierCode42.4%—
LMArena WebDev1552—
SciCode54.1%—
WeirdML46.4%—
ALE-Bench1,309—

Agentic & Tool Use Not comparable

Grok 4.5: 44.4 (#15), Step 2 16k Exp 202412: —

Agentic & Tool Use benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
APEX-Agents56.2%—
τ²-bench Banking47.9%—
PostTrainBench23.4%—
GBAEval65.4%—
GDP.pdf14%—
LMArena Search1213—
Vending-Bench 23,887—

Reasoning Grok 4.5 leads

Grok 4.5: 56.0 (#23), Step 2 16k Exp 202412: 24.8 (#140)

Reasoning benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Hard Prompts14621299
ARC-AGI-252.6%—
SimpleBench70%—
Kagi LLM Benchmark83.5%—
NYT Connections (extended)79.9%—
ARC-AGI-187.2%—
CritPt15.4%—
Chess Puzzles36%—
DTBench96.5%—
LMCA45.2%—
Surface Evolver Bench74.4%—
Epoch Capabilities Index154.02—

Math Grok 4.5 leads

Grok 4.5: 60.7 (#29), Step 2 16k Exp 202412: 33.6 (#171)

Math benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Math14571305
FrontierMath (Tiers 1-3)57.2%—
FrontierMath Tier 424.4%—
OTIS Mock AIME 2024-202597.8%—
ProofBench31%—

Knowledge Grok 4.5 leads

Grok 4.5: 62.3 (#21), Step 2 16k Exp 202412: 34.6 (#187)

Knowledge benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Expert14661279
GPQA Diamond93.4%—
SimpleQA Verified48.3%—

Multimodal Not comparable

Grok 4.5: 37.8 (#63), Step 2 16k Exp 202412: —

Multimodal benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Vision1287—
Blueprint-Bench 227.3%—
Furniture Assembly22.5%—
LMArena Document1452—

Multilingual Grok 4.5 leads

Grok 4.5: 54.5 (#43), Step 2 16k Exp 202412: 43.9 (#176)

Multilingual benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Non-English14391290
LMArena Chinese14971331
LMArena Russian14471324
LMArena French1458—
LMArena German1448—
LMArena Japanese1425—
LMArena Korean1402—
LMArena Spanish1452—

Instruction Following Grok 4.5 leads

Grok 4.5: 76.3 (#45), Step 2 16k Exp 202412: 68.1 (#187)

Instruction Following benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Instruction Following14461287

Long Context Grok 4.5 leads

Grok 4.5: 44.8 (#54), Step 2 16k Exp 202412: 39.7 (#165)

Long Context benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Longer Query14631307

Writing & Preference Grok 4.5 leads

Grok 4.5: 65.9 (#40), Step 2 16k Exp 202412: 52.5 (#168)

Writing & Preference benchmarks
BenchmarkGrok 4.5Step 2 16k Exp 202412
LMArena Text14481321
LMArena Creative Writing14421328
LMArena Multi-Turn14571292
EQ-Bench Creative Writing1579—

Frequently asked questions

Is Grok 4.5 better than Step 2 16k Exp 202412?

Grok 4.5 is the stronger model overall, scoring 55.0 to 38.6 on the Noometry Index.

Is Grok 4.5 or Step 2 16k Exp 202412 better for coding?

Grok 4.5 scores higher on coding benchmarks: 51.7 versus 37.9 in the Noometry coding category.

How many benchmarks do Grok 4.5 and Step 2 16k Exp 202412 share?

12 benchmarks have published results for both models. Grok 4.5 has 52 scored results on Noometry and Step 2 16k Exp 202412 has 12.

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