Model comparison
GPT-5.4 nano vs Grok 4 Fast
GPT-5.4 nano is the stronger model overall, scoring 41.9 to 39.0 on the Noometry Index.
Last verified . 25 shared benchmarks.
Summary
- They share 25 benchmarks with published results for both. GPT-5.4 nano scores higher in 4 categories and Grok 4 Fast in 4 categories; 8 gaps are clear of the uncertainty.
- The widest gap is in long context, where Grok 4 Fast leads 63.2 to 41.6.
- The biggest single-benchmark swing is Kagi LLM Benchmark: 39.7% for GPT-5.4 nano and 66.1% for Grok 4 Fast.
Side by side
| GPT-5.4 nano | Grok 4 Fast | |
|---|---|---|
| Provider | OpenAI | xAI |
| Noometry Index | 41.9 | 39.0 |
| Released | 2026-03-17 | 2025-09-19 |
| Weights | Proprietary | Proprietary |
| Context window | 400K | — |
| Max output | 128K | — |
| Input $ / M tokens | $0.20 | — |
| Output $ / M tokens | $1.25 | — |
| Results tracked | 40 | 30 |
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Category by category
Coding GPT-5.4 nano leads
GPT-5.4 nano: 43.1 (#82), Grok 4 Fast: 32.3 (#264)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| WeirdML | 49.2% | 42.9% |
| LMArena Coding | 1404 | 1429 |
| LMArena WebDev | — | 1160 |
| SciCode | 46.9% | — |
| ALE-Bench | 1,005 | — |
Agentic & Tool Use Not comparable
GPT-5.4 nano: —, Grok 4 Fast: 29.3 (#80)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| τ²-bench Banking | — | 15.7% |
| Cybench | — | 30% |
| LMArena Search | — | 1171 |
Reasoning GPT-5.4 nano leads
GPT-5.4 nano: 23.8 (#159), Grok 4 Fast: 22.5 (#179)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| ARC-AGI-2 | 5.7% | 5.3% |
| Kagi LLM Benchmark | 39.7% | 66.1% |
| ARC-AGI-1 | 51.5% | 48.5% |
| LMArena Hard Prompts | 1380 | 1413 |
| DTBench | 80.3% | 82.7% |
| Epoch Capabilities Index | 145.78 | 144.21 |
| ForecastBench | 57.3 | 60.5 |
| CritPt | 9.3% | — |
| Chess Puzzles | 30% | — |
| Mystery Game Puzzles | 9% | — |
| LMCA | 36.9% | — |
Math GPT-5.4 nano leads
GPT-5.4 nano: 40.7 (#76), Grok 4 Fast: 36.1 (#126)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| LMArena Math | 1406 | 1419 |
| FrontierMath (Tiers 1-3) | 44.9% | — |
| FrontierMath Tier 4 | 12.2% | — |
| OTIS Mock AIME 2024-2025 | 87.8% | — |
| ProofBench | 5% | — |
| FrontierMath (Feb 2025 set) | 25.9% | — |
| FrontierMath Tier 4 (v1) | 6.3% | — |
Knowledge GPT-5.4 nano leads
GPT-5.4 nano: 41.8 (#94), Grok 4 Fast: 31.5 (#211)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| Vectara Hallucination Rate | 3.1% | 19.7% |
| LMArena Expert | 1397 | 1411 |
| GPQA Diamond | 78.5% | — |
| SimpleQA Verified | 11.7% | — |
Multimodal Not comparable
GPT-5.4 nano: 36.0 (#73), Grok 4 Fast: —
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| LMArena Vision | 1196 | — |
Multilingual Grok 4 Fast leads
GPT-5.4 nano: 48.8 (#136), Grok 4 Fast: 51.5 (#106)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| LMArena Non-English | 1359 | 1397 |
| LMArena Chinese | 1391 | 1458 |
| LMArena French | 1396 | 1433 |
| LMArena German | 1368 | 1383 |
| LMArena Japanese | 1342 | 1358 |
| LMArena Korean | 1321 | 1359 |
| LMArena Russian | 1363 | 1387 |
| LMArena Spanish | 1368 | 1414 |
Instruction Following Grok 4 Fast leads
GPT-5.4 nano: 72.1 (#139), Grok 4 Fast: 73.4 (#116)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| LMArena Instruction Following | 1362 | 1388 |
Long Context Grok 4 Fast leads
GPT-5.4 nano: 41.6 (#131), Grok 4 Fast: 63.2 (#3)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| LMArena Longer Query | 1365 | 1415 |
| Fiction.LiveBench | — | 94.4% |
Writing & Preference Grok 4 Fast leads
GPT-5.4 nano: 55.9 (#137), Grok 4 Fast: 60.2 (#96)
| Benchmark | GPT-5.4 nano | Grok 4 Fast |
|---|---|---|
| LMArena Text | 1372 | 1407 |
| LMArena Creative Writing | 1313 | 1388 |
| LMArena Multi-Turn | 1382 | 1414 |
Frequently asked questions
Is GPT-5.4 nano better than Grok 4 Fast?
GPT-5.4 nano is the stronger model overall, scoring 41.9 to 39.0 on the Noometry Index.
Is GPT-5.4 nano or Grok 4 Fast better for coding?
GPT-5.4 nano scores higher on coding benchmarks: 43.1 versus 32.3 in the Noometry coding category.
How many benchmarks do GPT-5.4 nano and Grok 4 Fast share?
25 benchmarks have published results for both models. GPT-5.4 nano has 40 scored results on Noometry and Grok 4 Fast has 30.