Model comparison
Claude Sonnet 5.5 vs Grok 4 Fast
Claude Sonnet 5.5 is the stronger model overall, scoring 60.5 to 39.0 on the Noometry Index.
Last verified . 1 shared benchmarks.
Summary
- They share 1 benchmark with published results for both. Claude Sonnet 5.5 scores higher in 5 categories and Grok 4 Fast in 0 categories; 5 gaps are clear of the uncertainty.
- The widest gap is in math, where Claude Sonnet 5.5 leads 88.7 to 36.1.
Side by side
| Claude Sonnet 5.5 | Grok 4 Fast | |
|---|---|---|
| Provider | Anthropic | xAI |
| Noometry Index | 60.5 | 39.0 |
| Released | 2026-09-28 | 2025-09-19 |
| Weights | Proprietary | Proprietary |
| Context window | 1M | — |
| Max output | 128K | — |
| Input $ / M tokens | $2 | — |
| Output $ / M tokens | $10 | — |
| Results tracked | 16 | 30 |
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Category by category
Coding Claude Sonnet 5.5 leads
Claude Sonnet 5.5: 65.5 (#6), Grok 4 Fast: 32.3 (#264)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| LMArena WebDev | 1699 | 1160 |
| FrontierCode | 52.1% | — |
| CursorBench | 55.5% | — |
| FrontierSWE | 61.9% | — |
| SciCode | 61% | — |
| WeirdML | — | 42.9% |
| LMArena Coding | — | 1429 |
| ALE-Bench | 1,819 | — |
Agentic & Tool Use Claude Sonnet 5.5 leads
Claude Sonnet 5.5: 44.9 (#14), Grok 4 Fast: 29.3 (#80)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| APEX-Agents | 75.5% | — |
| τ²-bench Banking | — | 15.7% |
| Cybench | — | 30% |
| LMArena Search | — | 1171 |
Reasoning Claude Sonnet 5.5 leads
Claude Sonnet 5.5: 52.4 (#29), Grok 4 Fast: 22.5 (#179)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| ARC-AGI-2 | — | 5.3% |
| Kagi LLM Benchmark | — | 66.1% |
| ARC-AGI-1 | — | 48.5% |
| CritPt | 31.4% | — |
| LMArena Hard Prompts | — | 1413 |
| Mystery Game Puzzles | 65% | — |
| DTBench | — | 82.7% |
| Epoch Capabilities Index | — | 144.21 |
| ForecastBench | — | 60.5 |
Math Claude Sonnet 5.5 leads
Claude Sonnet 5.5: 88.7 (#4), Grok 4 Fast: 36.1 (#126)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| FrontierMath (Tiers 1-3) | 88.8% | — |
| FrontierMath Tier 4 | 80.5% | — |
| OTIS Mock AIME 2024-2025 | 100% | — |
| ProofBench | 100% | — |
| LMArena Math | — | 1419 |
Knowledge Claude Sonnet 5.5 leads
Claude Sonnet 5.5: 66.0 (#11), Grok 4 Fast: 31.5 (#211)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| GPQA Diamond | 95.6% | — |
| SimpleQA Verified | 46.5% | — |
| Vectara Hallucination Rate | — | 19.7% |
| LMArena Expert | — | 1411 |
Multimodal Not comparable
Claude Sonnet 5.5: 53.2 (#5), Grok 4 Fast: —
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| Furniture Assembly | 75% | — |
Multilingual Not comparable
Claude Sonnet 5.5: —, Grok 4 Fast: 51.5 (#106)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| LMArena Non-English | — | 1397 |
| LMArena Chinese | — | 1458 |
| LMArena French | — | 1433 |
| LMArena German | — | 1383 |
| LMArena Japanese | — | 1358 |
| LMArena Korean | — | 1359 |
| LMArena Russian | — | 1387 |
| LMArena Spanish | — | 1414 |
Instruction Following Not comparable
Claude Sonnet 5.5: —, Grok 4 Fast: 73.4 (#116)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| LMArena Instruction Following | — | 1388 |
Long Context Not comparable
Claude Sonnet 5.5: —, Grok 4 Fast: 63.2 (#3)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| Fiction.LiveBench | — | 94.4% |
| LMArena Longer Query | — | 1415 |
Writing & Preference Not comparable
Claude Sonnet 5.5: —, Grok 4 Fast: 60.2 (#96)
| Benchmark | Claude Sonnet 5.5 | Grok 4 Fast |
|---|---|---|
| LMArena Text | — | 1407 |
| LMArena Creative Writing | — | 1388 |
| LMArena Multi-Turn | — | 1414 |
Frequently asked questions
Is Claude Sonnet 5.5 better than Grok 4 Fast?
Claude Sonnet 5.5 is the stronger model overall, scoring 60.5 to 39.0 on the Noometry Index.
Is Claude Sonnet 5.5 or Grok 4 Fast better for coding?
Claude Sonnet 5.5 scores higher on coding benchmarks: 65.5 versus 32.3 in the Noometry coding category.
How many benchmarks do Claude Sonnet 5.5 and Grok 4 Fast share?
1 benchmark has published results for both models. Claude Sonnet 5.5 has 16 scored results on Noometry and Grok 4 Fast has 30.