Model comparison
GPT-5.4 Pro vs Grok-2 (Dec 2024)
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 33.7 on the Noometry Index.
Last verified . 5 shared benchmarks.
Summary
- They share 5 benchmarks with published results for both. GPT-5.4 Pro scores higher in 4 categories and Grok-2 (Dec 2024) in 0 categories; 4 gaps are clear of the uncertainty.
- The widest gap is in reasoning, where GPT-5.4 Pro leads 70.7 to 16.9.
- The biggest single-benchmark swing is SimpleBench: 74.1% for GPT-5.4 Pro and 22.7% for Grok-2 (Dec 2024).
Side by side
| GPT-5.4 Pro | Grok-2 (Dec 2024) | |
|---|---|---|
| Provider | OpenAI | xAI |
| Noometry Index | 58.9 | 33.7 |
| Released | 2026-03-05 | 2024-08-13 |
| Weights | Proprietary | Proprietary |
| Context window | 1.05M | — |
| Max output | 128K | — |
| Input $ / M tokens | $30 | — |
| Output $ / M tokens | $180 | — |
| Results tracked | 16 | 34 |
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Category by category
Coding GPT-5.4 Pro leads
GPT-5.4 Pro: 43.2 (#90), Grok-2 (Dec 2024): 33.3 (#258)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| WeirdML | 57.4% | 22.2% |
| LiveBench Coding | — | 46.4% |
| LMArena Coding | — | 1287 |
Reasoning GPT-5.4 Pro leads
GPT-5.4 Pro: 70.7 (#13), Grok-2 (Dec 2024): 16.9 (#299)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| SimpleBench | 74.1% | 22.7% |
| Epoch Capabilities Index | 158.93 | 130.48 |
| ARC-AGI-2 | 83.3% | — |
| ARC-AGI-1 | 94.5% | — |
| CritPt | 30% | — |
| Chess Puzzles | 58.6% | — |
| EnigmaEval | 23.8% | — |
| LiveBench Reasoning | — | 54.8% |
| LMArena Hard Prompts | — | 1272 |
| DTBench | — | 65.2% |
| LiveBench Data Analysis | — | 54.5% |
| LiveBench | — | 54.3% |
Math GPT-5.4 Pro leads
GPT-5.4 Pro: 72.4 (#22), Grok-2 (Dec 2024): 20.8 (#284)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| FrontierMath (Feb 2025 set) | 50% | 0.7% |
| FrontierMath (Tiers 1-3) | 82.5% | — |
| FrontierMath Tier 4 | 58.5% | — |
| OTIS Mock AIME 2024-2025 | — | 11.5% |
| LiveBench Math | — | 54.9% |
| LMArena Math | — | 1283 |
| MATH Level 5 | — | 63.5% |
| FrontierMath Tier 4 (v1) | 37.5% | — |
Knowledge GPT-5.4 Pro leads
GPT-5.4 Pro: 68.3 (#7), Grok-2 (Dec 2024): 29.8 (#233)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| GPQA Diamond | 94.6% | 53.8% |
| Humanity's Last Exam | 44.3% | — |
| SimpleQA Verified | 46.3% | — |
| Confabulations | — | 20.1% |
| Vectara Hallucination Rate | 8.3% | — |
| LMArena Expert | — | 1254 |
Multilingual Not comparable
GPT-5.4 Pro: —, Grok-2 (Dec 2024): 43.1 (#188)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| LMArena Non-English | — | 1282 |
| LMArena Chinese | — | 1289 |
| LMArena French | — | 1318 |
| LMArena German | — | 1287 |
| LMArena Japanese | — | 1244 |
| LMArena Korean | — | 1237 |
| LMArena Russian | — | 1286 |
| LMArena Spanish | — | 1281 |
Instruction Following Not comparable
GPT-5.4 Pro: —, Grok-2 (Dec 2024): 66.9 (#202)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| LiveBench Instruction Following | — | 69.6% |
| LMArena Instruction Following | — | 1270 |
Long Context Not comparable
GPT-5.4 Pro: —, Grok-2 (Dec 2024): 38.8 (#190)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| LMArena Longer Query | — | 1276 |
Writing & Preference Not comparable
GPT-5.4 Pro: —, Grok-2 (Dec 2024): 48.6 (#198)
| Benchmark | GPT-5.4 Pro | Grok-2 (Dec 2024) |
|---|---|---|
| LMArena Text | — | 1305 |
| LMArena Creative Writing | — | 1284 |
| Short-Story Creative Writing | — | 63.6% |
| LMArena Multi-Turn | — | 1290 |
| LiveBench Language | — | 45.6% |
Frequently asked questions
Is GPT-5.4 Pro better than Grok-2 (Dec 2024)?
GPT-5.4 Pro is the stronger model overall, scoring 58.9 to 33.7 on the Noometry Index.
Is GPT-5.4 Pro or Grok-2 (Dec 2024) better for coding?
GPT-5.4 Pro scores higher on coding benchmarks: 43.2 versus 33.3 in the Noometry coding category.
How many benchmarks do GPT-5.4 Pro and Grok-2 (Dec 2024) share?
5 benchmarks have published results for both models. GPT-5.4 Pro has 16 scored results on Noometry and Grok-2 (Dec 2024) has 34.