Model comparison

Gemma 3 12B vs Grok 4.5

Grok 4.5 is the stronger model overall, scoring 55.0 to 31.8 on the Noometry Index. Gemma 3 12B costs 40× less per token, which makes it the better buy when Grok 4.5's lead doesn't matter for your workload.

Last verified . 21 shared benchmarks.

Gemma 3 12B Google

31.8

Rank #255 Confirmed

Grok 4.5 xAI

55.0

Rank #22 Confirmed

Summary

  • They share 21 benchmarks with published results for both. Gemma 3 12B scores higher in 0 categories and Grok 4.5 in 9 categories; 9 gaps are clear of the uncertainty.
  • The widest gap is in reasoning, where Grok 4.5 leads 56.0 to 15.2.
  • The biggest single-benchmark swing is OTIS Mock AIME 2024-2025: 16.7% for Gemma 3 12B and 97.8% for Grok 4.5.
  • Gemma 3 12B is cheaper at $0.05 / $0.15 per million input/output tokens, against $2 / $6 for Grok 4.5.
  • Grok 4.5 accepts more context: 500K tokens versus 131K.
  • Gemma 3 12B has downloadable open weights; the other is API-only.

Side by side

Gemma 3 12B and Grok 4.5 specifications
Gemma 3 12BGrok 4.5
ProviderGooglexAI
Noometry Index31.855.0
Released2025-03-122026-07-08
WeightsOpenProprietary
Context window131K500K
Max output8K500K
Input $ / M tokens$0.05$2
Output $ / M tokens$0.15$6
Results tracked2452

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Category by category

Coding Grok 4.5 leads

Gemma 3 12B: 31.2 (#276), Grok 4.5: 51.7 (#34)

Coding benchmarks
BenchmarkGemma 3 12BGrok 4.5
SciCode17.4%54.1%
LMArena Coding12811473
DeepSWE—53.8%
FrontierCode—42.4%
LMArena WebDev—1552
WeirdML—46.4%
ALE-Bench—1,309

Agentic & Tool Use Grok 4.5 leads

Gemma 3 12B: 25.3 (#101), Grok 4.5: 44.4 (#15)

Agentic & Tool Use benchmarks
BenchmarkGemma 3 12BGrok 4.5
APEX-Agents—56.2%
Berkeley Function Calling Leaderboard30.4%—
τ²-bench Banking—47.9%
PostTrainBench—23.4%
GBAEval—65.4%
GDP.pdf—14%
LMArena Search—1213
Vending-Bench 2—3,887

Reasoning Grok 4.5 leads

Gemma 3 12B: 15.2 (#307), Grok 4.5: 56.0 (#23)

Reasoning benchmarks
BenchmarkGemma 3 12BGrok 4.5
CritPt0%15.4%
Chess Puzzles0%36%
LMArena Hard Prompts13091462
DTBench48.8%96.5%
LMCA4.5%45.2%
Epoch Capabilities Index123.49154.02
ARC-AGI-2—52.6%
SimpleBench—70%
Kagi LLM Benchmark—83.5%
NYT Connections (extended)—79.9%
ARC-AGI-1—87.2%
Surface Evolver Bench—74.4%

Math Grok 4.5 leads

Gemma 3 12B: 21.0 (#273), Grok 4.5: 60.7 (#29)

Math benchmarks
BenchmarkGemma 3 12BGrok 4.5
OTIS Mock AIME 2024-202516.7%97.8%
LMArena Math13071457
FrontierMath (Tiers 1-3)—57.2%
FrontierMath Tier 4—24.4%
ProofBench—31%

Knowledge Grok 4.5 leads

Gemma 3 12B: 26.5 (#250), Grok 4.5: 62.3 (#21)

Knowledge benchmarks
BenchmarkGemma 3 12BGrok 4.5
GPQA Diamond39.5%93.4%
LMArena Expert12481466
SimpleQA Verified—48.3%
Vectara Hallucination Rate4.4%—

Multimodal Not comparable

Gemma 3 12B: —, Grok 4.5: 37.8 (#63)

Multimodal benchmarks
BenchmarkGemma 3 12BGrok 4.5
LMArena Vision—1287
Blueprint-Bench 2—27.3%
Furniture Assembly—22.5%
LMArena Document—1452
MindCube46.7%—

Multilingual Grok 4.5 leads

Gemma 3 12B: 45.9 (#160), Grok 4.5: 54.5 (#43)

Multilingual benchmarks
BenchmarkGemma 3 12BGrok 4.5
LMArena Non-English13181439
LMArena German13701448
LMArena Russian13351447
LMArena Chinese—1497
LMArena French—1458
LMArena Japanese—1425
LMArena Korean—1402
LMArena Spanish—1452

Instruction Following Grok 4.5 leads

Gemma 3 12B: 68.8 (#179), Grok 4.5: 76.3 (#45)

Instruction Following benchmarks
BenchmarkGemma 3 12BGrok 4.5
LMArena Instruction Following12991446

Long Context Grok 4.5 leads

Gemma 3 12B: 40.0 (#157), Grok 4.5: 44.8 (#54)

Long Context benchmarks
BenchmarkGemma 3 12BGrok 4.5
LMArena Longer Query13171463

Writing & Preference Grok 4.5 leads

Gemma 3 12B: 47.7 (#205), Grok 4.5: 65.9 (#40)

Writing & Preference benchmarks
BenchmarkGemma 3 12BGrok 4.5
LMArena Text13341448
LMArena Creative Writing13311442
EQ-Bench Creative Writing11261579
LMArena Multi-Turn13341457

Frequently asked questions

Is Gemma 3 12B better than Grok 4.5?

Grok 4.5 is the stronger model overall, scoring 55.0 to 31.8 on the Noometry Index. Gemma 3 12B costs 40× less per token, which makes it the better buy when Grok 4.5's lead doesn't matter for your workload.

Which is cheaper, Gemma 3 12B or Grok 4.5?

Gemma 3 12B is cheaper. It lists at $0.05 per million input tokens and $0.15 per million output tokens; Grok 4.5 lists at $2 and $6.

Is Gemma 3 12B or Grok 4.5 better for coding?

Grok 4.5 scores higher on coding benchmarks: 51.7 versus 31.2 in the Noometry coding category.

Which has the bigger context window?

Grok 4.5 does, with 500K tokens against 131K.

How many benchmarks do Gemma 3 12B and Grok 4.5 share?

21 benchmarks have published results for both models. Gemma 3 12B has 24 scored results on Noometry and Grok 4.5 has 52.

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