GPT-4o vs Grok 4.6
Updated October 21, 2026. 13 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
vs boards won of 13 shared
Decision reading
GPT-4o scores 38.8 and Grok 4.6 76.4 on the Vibe Coding Index, but no coding benchmark measured both, so the gap is directional, not a ranking.
Pick Grok 4.6 when output tokens cost 1.7x less, or when the context window is larger, 500K against 128K tokens.
Model AGPT-4oOpenAI38.8/1001 independent benchmarkNo cost per solved taskModel BGrok 4.6xAI76.4/1002 independent benchmarks$0.82 per solved task
- Shared results
- 13
- GPT-4o only
- 13
- Grok 4.6 only
- 110
- Like-for-like categories
- 3 of 9
Shared results can support a head-to-head reading. Results only one model has describe coverage, not superiority.
Which one for your work
Each card is decided by one number both models carry. Where only one has it, the card says so and makes no call.
Coding
Vibe Coding Index, four public coding benchmarks
No call
38.8 against 76.4, from different benchmarks with none in common.
Directional only
Intelligence
AA Intelligence Index
No call
Only Grok 4.6 has a AA Intelligence Index result, 44.3.
Directional only
Agentic work
AA Agentic Index
No call
Only Grok 4.6 has a AA Agentic Index result, 53.0.
Directional only
Reasoning
GPQA Diamond
No call
Only Grok 4.6 has a GPQA Diamond result, 94.7%.
Directional only
Knowledge
MMLU Pro
No call
Only Grok 4.6 has a MMLU Pro result, 89.4%.
Directional only
Web design
Design Arena: websites
Grok 4.6
Grok 4.6 leads, 1289 against 831.
Same board, both measured
Long documents
Listed context window
Grok 4.6
Grok 4.6 takes 500K tokens against 128K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Grok 4.6
GPT-4o $0.0075, Grok 4.6 $0.0050 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Grok 4.6 has the number, $0.82.
Directional only
At a glance
- Coding index
- GPT-4o 38.8 from 1 benchmark, Grok 4.6 76.4 from 2 benchmarks.
- Widest category
- Reasoning, 58.1 points apart on average over 4 shared benchmarks.
- Widest single gap
- ARC-AGI: GPT-4o 4.5% against Grok 4.6 87.5%, 83.0 points apart on a 0 to 100 scale.
- Output price
- GPT-4o $10.00 against Grok 4.6 $6.00 per million output tokens, 1.7x apart.
- Context window
- GPT-4o takes 128K tokens, Grok 4.6 500K.
Benchmark by benchmark
First the score: boards each model leads, per category, where both have a result. Then every board, a category to a fold; bars are each result on a 0 to 100 scale, so compare the two in a row, not one row with another.
| Category | GPT-4o | Bars | Grok 4.6 | Ties |
|---|---|---|---|---|
| Reasoning | 0 | 4 | ||
| Web design | 0 | 6 | ||
| General | 0 | 3 | ||
| All shared boards | 0 | 13 |
CodingDirectional onlyFour of these boards feed the Vibe Coding Index30 boards, none shared
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| SWE-bench Verified | 38.8% | Not measured | Only GPT-4o measured |
| SWE-bench Lite | 38.0% | Not measured | Only GPT-4o measured |
| SWE-bench (full test set) | 18.8% | Not measured | Only GPT-4o measured |
| SWE-bench Multimodal | 30.4% | Not measured | Only GPT-4o measured |
| LiveBench coding | Not measured | 89.1% | Only Grok 4.6 measured |
| LMArena WebDev | Not measured | 1617 | Only Grok 4.6 measured |
| AA Coding Index | Not measured | 76.8 | Only Grok 4.6 measured |
| LiveCodeBench (Vals AI) | Not measured | 88.2% | Only Grok 4.6 measured |
| SWE-bench Verified (Vals AI) | Not measured | 95.6% | Only Grok 4.6 measured |
| Terminal-Bench 4 (Vals AI) | Not measured | 17.2% | Only Grok 4.6 measured |
| Vibe Code Bench (Vals AI) | Not measured | 76.2% | Only Grok 4.6 measured |
| Code migration (Vals AI) | Not measured | 44.6% | Only Grok 4.6 measured |
| ProgramBench (Vals AI) | Not measured | 1.0% | Only Grok 4.6 measured |
| IOI (Vals AI) | Not measured | 47.6% | Only Grok 4.6 measured |
| Terminal-Bench 2.1 (Vals AI) | Not measured | 78.3% | Only Grok 4.6 measured |
| Vibe Code Bench 1-100 (Vals AI) | Not measured | 14.8% | Only Grok 4.6 measured |
| SkillsBench (Vals AI) | Not measured | 55.8% | Only Grok 4.6 measured |
| CyberBench (Vals AI) | Not measured | 67.7% | Only Grok 4.6 measured |
| LiveCodeBench (Artificial Analysis run) | 30.9% | Not measured | Only GPT-4o measured |
| SciCode | Not measured | 56.5% | Only Grok 4.6 measured |
| Terminal-Bench Hard (Artificial Analysis run) | 8.3% | Not measured | Only GPT-4o measured |
| FrontierCode | Not measured | 48.0% | Only Grok 4.6 measured |
| FrontierSWE | Not measured | 25.3% | Only Grok 4.6 measured |
| WeirdML | Not measured | 67.3% | Only Grok 4.6 measured |
| ALE-Bench | Not measured | 1508.1 | Only Grok 4.6 measured |
| LMArena Text: coding | Not measured | 1466 | Only Grok 4.6 measured |
| LMArena Text: software and IT | Not measured | 1457 | Only Grok 4.6 measured |
| LMArena WebDev: React | Not measured | 1631 | Only Grok 4.6 measured |
| LMArena WebDev: HTML | Not measured | 1597 | Only Grok 4.6 measured |
| LMArena WebDev: from an image | Not measured | 1603 | Only Grok 4.6 measured |
| Neither model has a result on the other 8 boards here | |||
IntelligenceDirectional onlyPublic boards, shown as published, kept out of the index2 boards, none shared
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| AA Intelligence Index | Not measured | 44.3 | Only Grok 4.6 measured |
| Epoch Capabilities Index | Not measured | 156.6 | Only Grok 4.6 measured |
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index24 boards, none shared
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| AA Agentic Index | Not measured | 53.0 | Only Grok 4.6 measured |
| Design Arena: agents building web apps | Not measured | 1247 | Only Grok 4.6 measured |
| Design Arena: agents building full-stack apps | Not measured | 1264 | Only Grok 4.6 measured |
| Design Arena: agents building mobile apps | Not measured | 1234 | Only Grok 4.6 measured |
| Design Arena: agents building Android apps | Not measured | 1297 | Only Grok 4.6 measured |
| Design Arena: agents building Godot games | Not measured | 1276 | Only Grok 4.6 measured |
| Design Arena: agents building games | Not measured | 1208 | Only Grok 4.6 measured |
| Design Arena: HTML slides | Not measured | 1249 | Only Grok 4.6 measured |
| Design Arena: PowerPoint slides | Not measured | 1241 | Only Grok 4.6 measured |
| LiveBench research | Not measured | 84.5% | Only Grok 4.6 measured |
| LiveBench browser | Not measured | 64.0% | Only Grok 4.6 measured |
| LiveBench long agentic | Not measured | 40.7% | Only Grok 4.6 measured |
| Finance Agent (Vals AI) | Not measured | 53.7% | Only Grok 4.6 measured |
| Tax Agent Bench (Vals AI) | Not measured | 33.1% | Only Grok 4.6 measured |
| Legal Research Bench (Vals AI) | Not measured | 48.1% | Only Grok 4.6 measured |
| Excel Modeling Benchmark (Vals AI) | Not measured | 62.7% | Only Grok 4.6 measured |
| BioMysteryBench (Vals AI) | Not measured | 72.2% | Only Grok 4.6 measured |
| Terminal-Bench-Science (Vals AI) | Not measured | 11.4% | Only Grok 4.6 measured |
| Vals Science Index | Not measured | 38.1% | Only Grok 4.6 measured |
| Time Horizon Index (Vals AI) | Not measured | 5.8% | Only Grok 4.6 measured |
| τ²-Bench Telecom | 25.1% | Not measured | Only GPT-4o measured |
| APEX-Agents | Not measured | 65.3% | Only Grok 4.6 measured |
| GDPval | 9.9% | Not measured | Only GPT-4o measured |
| Vending-Bench 2 | Not measured | $9,047 | Only Grok 4.6 measured |
| Neither model has a result on the other 15 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index04
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| GPQA Diamond | Not measured | 94.7% | Only Grok 4.6 measured |
| LiveBench reasoning | Not measured | 91.2% | Only Grok 4.6 measured |
| MysteryMechanism (Vals AI) | Not measured | 30.6% | Only Grok 4.6 measured |
| GPQA Diamond (Artificial Analysis run) | 54.3% | 94.9% | Grok 4.6 |
| Humanity's Last Exam (Artificial Analysis run) | 2.4% | 44.1% | Grok 4.6 |
| GPQA Diamond (Epoch AI run) | Not measured | 94.0% | Only Grok 4.6 measured |
| ARC-AGI | 4.5% | 87.5% | Grok 4.6 |
| ARC-AGI-2 | 0.0% | 67.1% | Grok 4.6 |
| SimpleBench | Not measured | 75.9% | Only Grok 4.6 measured |
| Chess puzzles | Not measured | 33.0% | Only Grok 4.6 measured |
| Mystery game puzzles | Not measured | 34.0% | Only Grok 4.6 measured |
| EBR-bench | Not measured | 30.5% | Only Grok 4.6 measured |
| LMArena Text: hard prompts | Not measured | 1448 | Only Grok 4.6 measured |
| LMArena Text: expert | Not measured | 1469 | Only Grok 4.6 measured |
| LMArena Text: hard prompts in English | Not measured | 1445 | Only Grok 4.6 measured |
| LMArena Vision: diagrams | Not measured | 1285 | Only Grok 4.6 measured |
| LMArena Vision: homework | Not measured | 1283 | Only Grok 4.6 measured |
| Neither model has a result on the other 4 boards here | |||
MathDirectional onlyPublic boards, shown as published, kept out of the index8 boards, none shared
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| AA Math Index | 6.0 | Not measured | Only GPT-4o measured |
| AIME 2025 (Artificial Analysis run) | 6.0% | Not measured | Only GPT-4o measured |
| OTIS Mock AIME | Not measured | 99.2% | Only Grok 4.6 measured |
| FrontierMath, tiers 1 to 3 | Not measured | 66.0% | Only Grok 4.6 measured |
| FrontierMath, tier 4 | Not measured | 31.7% | Only Grok 4.6 measured |
| ProofBench | Not measured | 51.0% | Only Grok 4.6 measured |
| LMArena Text: math | Not measured | 1417 | Only Grok 4.6 measured |
| LMArena Text: mathematical work | Not measured | 1464 | Only Grok 4.6 measured |
| Neither model has a result on the other 5 boards here | |||
KnowledgeDirectional onlyPublic boards, shown as published, kept out of the index13 boards, none shared
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| MMLU Pro | Not measured | 89.4% | Only Grok 4.6 measured |
| LegalBench (Vals AI) | Not measured | 86.3% | Only Grok 4.6 measured |
| CorpFin (Vals AI) | Not measured | 66.2% | Only Grok 4.6 measured |
| TaxEval (Vals AI) | Not measured | 71.1% | Only Grok 4.6 measured |
| MortgageTax (Vals AI) | Not measured | 64.2% | Only Grok 4.6 measured |
| MedCode (Vals AI) | Not measured | 44.7% | Only Grok 4.6 measured |
| MMLU Pro (Artificial Analysis run) | 74.8% | Not measured | Only GPT-4o measured |
| SimpleQA Verified | Not measured | 49.3% | Only Grok 4.6 measured |
| MMLU | 88.1% | Not measured | Only GPT-4o measured |
| LMArena Text: science | Not measured | 1437 | Only Grok 4.6 measured |
| LMArena Text: medicine and healthcare | Not measured | 1420 | Only Grok 4.6 measured |
| LMArena Text: legal and government | Not measured | 1429 | Only Grok 4.6 measured |
| LMArena Text: business and finance | Not measured | 1416 | Only Grok 4.6 measured |
| Neither model has a result on the other 4 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index06
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| Design Arena: websites | 831 | 1289 | Grok 4.6 |
| Design Arena: UI components | 885 | 1294 | Grok 4.6 |
| Design Arena: game dev | 906 | 1296 | Grok 4.6 |
| Design Arena: data viz | 858 | 1283 | Grok 4.6 |
| Design Arena: 3D | 869 | 1277 | Grok 4.6 |
| Design Arena: all code categories | 861 | 1292 | Grok 4.6 |
| Design Arena: SVG | Not measured | 1239 | Only Grok 4.6 measured |
| Design Arena: ASCII art | Not measured | 1278 | Only Grok 4.6 measured |
| LiveBench design | Not measured | 79.8% | Only Grok 4.6 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index03
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| LiveBench data analysis | Not measured | 75.3% | Only Grok 4.6 measured |
| Public Benefits Bench (Vals AI) | Not measured | 66.8% | Only Grok 4.6 measured |
| SAGE (Vals AI) | Not measured | 28.9% | Only Grok 4.6 measured |
| MedScribe (Vals AI) | Not measured | 86.5% | Only Grok 4.6 measured |
| IFBench | 34.3% | Not measured | Only GPT-4o measured |
| Long context reasoning (AA-LCR) | 49.3% | 81.0% | Grok 4.6 |
| DTBench | 64.5% | 97.3% | Grok 4.6 |
| LMCA | 16.6% | 48.5% | Grok 4.6 |
| Furniture assembly | Not measured | 40.0% | Only Grok 4.6 measured |
| LMArena Text | Not measured | 1429 | Only Grok 4.6 measured |
| LMArena Text: instruction following | Not measured | 1431 | Only Grok 4.6 measured |
| LMArena Text: creative writing | Not measured | 1426 | Only Grok 4.6 measured |
| LMArena Vision | Not measured | 1263 | Only Grok 4.6 measured |
| LMArena Text: English | Not measured | 1433 | Only Grok 4.6 measured |
| LMArena Text: non-English | Not measured | 1420 | Only Grok 4.6 measured |
| LMArena Text: Chinese | Not measured | 1476 | Only Grok 4.6 measured |
| LMArena Text: German | Not measured | 1426 | Only Grok 4.6 measured |
| LMArena Text: Japanese | Not measured | 1378 | Only Grok 4.6 measured |
| LMArena Text: Korean | Not measured | 1391 | Only Grok 4.6 measured |
| LMArena Text: French | Not measured | 1455 | Only Grok 4.6 measured |
| LMArena Text: Spanish | Not measured | 1414 | Only Grok 4.6 measured |
| LMArena Text: Russian | Not measured | 1421 | Only Grok 4.6 measured |
| LMArena Text: Polish | Not measured | 1430 | Only Grok 4.6 measured |
| LMArena Text: multi-turn | Not measured | 1425 | Only Grok 4.6 measured |
| LMArena Text: longer queries | Not measured | 1456 | Only Grok 4.6 measured |
| LMArena Text: writing and language | Not measured | 1429 | Only Grok 4.6 measured |
| LMArena Text: entertainment and media | Not measured | 1421 | Only Grok 4.6 measured |
| LMArena Vision: English | Not measured | 1270 | Only Grok 4.6 measured |
| LMArena Vision: Chinese | Not measured | 1289 | Only Grok 4.6 measured |
| LMArena Vision: reading text | Not measured | 1272 | Only Grok 4.6 measured |
| LMArena Vision: humor | Not measured | 1270 | Only Grok 4.6 measured |
| LMArena Vision: creative writing | Not measured | 1262 | Only Grok 4.6 measured |
| LMArena Document | Not measured | 1452 | Only Grok 4.6 measured |
| Neither model has a result on the other 13 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | GPT-4o | Grok 4.6 | Leader |
|---|---|---|---|
| Neither model has a result on 5 boards here | |||
What each workload costs
Three fixed token mixes at each model's listed price, so per-token rates become a bill.
Chat turn
1K input + 500 output tokens
GPT-4o$0.0075Fits in one request
Grok 4.6$0.0050Fits in one request
Grok 4.6 costs less
Repository review
50K input + 3K output tokens
GPT-4o$0.155Fits in one request
Grok 4.6$0.118Fits in one request
Grok 4.6 costs less
Agent loop
200K input + 10K output tokens
GPT-4o$0.600Exceeds the context window
Grok 4.6$0.460Fits in one request
Grok 4.6 costs less
Listed OpenRouter rates, without cache or batch discounts. A workload that does not fit a model's context window would need splitting.
Specification differences
The leading value in a row is marked; a row with a missing value names no leader. Our two rows are marked in red.
| Specification | OpenAI GPT-4o | SpaceXAI Grok 4.6 |
|---|---|---|
| Maker | OpenAI | xAI |
| Weights | No public weights listed | No public weights listed |
| Released | May 13, 2024 | August 12, 2026 |
| Context window | 128K | 500K |
| Input $/Mtok | $2.50 | $2.00 |
| Output $/Mtok | $10.00 | $6.00 |
| Coding index | 38.8 | 76.4 |
| Independent measurements behind it | 1 | 2 |
| Cost per solved task | Not computable | $0.82 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is GPT-4o better than Grok 4.6 for coding?
GPT-4o scores 38.8 and Grok 4.6 76.4 on the Vibe Coding Index, but no coding benchmark measured both, so the gap is directional, not a ranking. Pick Grok 4.6 when output tokens cost 1.7x less, or when the context window is larger, 500K against 128K tokens.
Which is cheaper, GPT-4o or Grok 4.6?
GPT-4o costs $2.50 per million input tokens and $10.00 per million output tokens; Grok 4.6 costs $2.00 and $6.00. Cost per solved task is known for Grok 4.6 only.
Which has the bigger context window, GPT-4o or Grok 4.6?
Grok 4.6, with 500K tokens against 128K.
How many benchmarks is the GPT-4o vs Grok 4.6 comparison based on?
13 benchmarks have a result for both models as of October 21, 2026. GPT-4o's coding index rests on 1 independent benchmark and Grok 4.6's on 2. Where only one model has a result, the page says so instead of naming a winner.