DeepSeek V4 Pro 0423 vs Grok 4.6
Updated October 21, 2026. 80 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick Grok 4.6 for coding: it scores 76.4 on the Vibe Coding Index against 35.3 for DeepSeek V4 Pro 0423.
Pick DeepSeek V4 Pro 0423 when output tokens cost 3.1x less, or when a solved task costs $0.57 against $0.82.
- Shared results
- 80
- DeepSeek V4 Pro 0423 only
- 3
- Grok 4.6 only
- 43
- Like-for-like categories
- 8 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
Grok 4.6
Grok 4.6 scores 76.4 against 35.3.
1 and 2 benchmarks behind the scores
Intelligence
AA Intelligence Index
Grok 4.6
Grok 4.6 leads, 44.3 against 30.4.
Same board, both measured
Agentic work
AA Agentic Index
Grok 4.6
Grok 4.6 leads, 53.0 against 26.3.
Same board, both measured
Reasoning
GPQA Diamond
Grok 4.6
Grok 4.6 leads, 94.7% against 89.4%.
Same board, both measured
Knowledge
MMLU Pro
Grok 4.6
Grok 4.6 leads, 89.4% against 87.3%.
Same board, both measured
Web design
Design Arena: websites
Grok 4.6
Grok 4.6 leads, 1289 against 1235.
Same board, both measured
Long documents
Listed context window
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 takes 1.05M tokens against 500K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 $0.0019, Grok 4.6 $0.0050 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
DeepSeek V4 Pro 0423
DeepSeek V4 Pro 0423 $0.57, Grok 4.6 $0.82.
Published attempt cost and pass rate
At a glance
- Coding index
- DeepSeek V4 Pro 0423 35.3 from 1 benchmark, Grok 4.6 76.4 from 2 benchmarks.
- Widest category
- Agentic work, 23.8 points apart on average over 9 shared benchmarks.
- Widest single gap
- Design Arena: agents building full-stack apps: DeepSeek V4 Pro 0423 948 against Grok 4.6 1264, 39.5 points apart on a 0 to 100 scale.
- Output price
- DeepSeek V4 Pro 0423 $1.9105 against Grok 4.6 $6.00 per million output tokens, 3.1x apart.
- Context window
- DeepSeek V4 Pro 0423 takes 1.05M 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 | DeepSeek V4 Pro 0423 | Bars | Grok 4.6 | Ties |
|---|---|---|---|---|
| Coding | 2 | 15 | ||
| Intelligence | 0 | 2 | ||
| Agentic work | 0 | 9 | ||
| Reasoning | 2 | 5 | ||
| Math | 1 | 5 | ||
| Knowledge | 5 | 5 | ||
| Web design | 0 | 8 | ||
| General | 17 | 4 | ||
| All shared boards | 27 | 53 |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index215
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| LiveBench coding | Not measured | 89.1% | Only Grok 4.6 measured |
| LMArena WebDev | 1447 | 1617 | Grok 4.6 |
| AA Coding Index | 59.4 | 76.8 | Grok 4.6 |
| LiveCodeBench (Vals AI) | 87.5% | 88.2% | Grok 4.6 |
| SWE-bench Verified (Vals AI) | 77.4% | 95.6% | Grok 4.6 |
| Terminal-Bench 4 (Vals AI) | 11.1% | 17.2% | Grok 4.6 |
| Vibe Code Bench (Vals AI) | 49.9% | 76.2% | Grok 4.6 |
| Code migration (Vals AI) | 26.2% | 44.6% | Grok 4.6 |
| ProgramBench (Vals AI) | 0.0% | 1.0% | Grok 4.6 |
| IOI (Vals AI) | Not measured | 47.6% | Only Grok 4.6 measured |
| Terminal-Bench 2.1 (Vals AI) | 50.2% | 78.3% | Grok 4.6 |
| Vibe Code Bench 1-100 (Vals AI) | Not measured | 14.8% | Only Grok 4.6 measured |
| SkillsBench (Vals AI) | 51.3% | 55.8% | Grok 4.6 |
| CyberBench (Vals AI) | Not measured | 67.7% | Only Grok 4.6 measured |
| SciCode | Not measured | 56.5% | Only Grok 4.6 measured |
| FrontierCode | 17.6% | 48.0% | Grok 4.6 |
| FrontierSWE | Not measured | 25.3% | Only Grok 4.6 measured |
| WeirdML | 48.9% | 67.3% | Grok 4.6 |
| ALE-Bench | 1006.1 | 1508.1 | Grok 4.6 |
| LMArena Text: coding | 1470 | 1466 | DeepSeek V4 Pro 0423 |
| LMArena Text: software and IT | 1469 | 1457 | DeepSeek V4 Pro 0423 |
| LMArena WebDev: React | 1441 | 1631 | Grok 4.6 |
| LMArena WebDev: HTML | 1435 | 1597 | Grok 4.6 |
| LMArena WebDev: from an image | Not measured | 1603 | Only Grok 4.6 measured |
| Neither model has a result on the other 14 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| AA Intelligence Index | 30.4 | 44.3 | Grok 4.6 |
| Epoch Capabilities Index | 149.1 | 156.6 | Grok 4.6 |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index09
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| AA Agentic Index | 26.3 | 53.0 | Grok 4.6 |
| Design Arena: agents building web apps | 1000 | 1247 | Grok 4.6 |
| Design Arena: agents building full-stack apps | 948 | 1264 | Grok 4.6 |
| 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 | 1059 | 1276 | Grok 4.6 |
| 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) | 44.1% | 53.7% | Grok 4.6 |
| Tax Agent Bench (Vals AI) | 25.2% | 33.1% | Grok 4.6 |
| Legal Research Bench (Vals AI) | 23.1% | 48.1% | Grok 4.6 |
| Excel Modeling Benchmark (Vals AI) | 51.6% | 62.7% | Grok 4.6 |
| 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 |
| APEX-Agents | Not measured | 65.3% | Only Grok 4.6 measured |
| Vending-Bench 2 | $3,285 | $9,047 | Grok 4.6 |
| Neither model has a result on the other 17 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index25
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| GPQA Diamond | 89.4% | 94.7% | Grok 4.6 |
| 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) | Not measured | 94.9% | Only Grok 4.6 measured |
| Humanity's Last Exam (Artificial Analysis run) | Not measured | 44.1% | Only Grok 4.6 measured |
| GPQA Diamond (Epoch AI run) | 90.9% | 94.0% | Grok 4.6 |
| ARC-AGI | Not measured | 87.5% | Only Grok 4.6 measured |
| ARC-AGI-2 | Not measured | 67.1% | Only Grok 4.6 measured |
| SimpleBench | Not measured | 75.9% | Only Grok 4.6 measured |
| Chess puzzles | 19.0% | 33.0% | Grok 4.6 |
| Mystery game puzzles | 17.0% | 34.0% | Grok 4.6 |
| EBR-bench | Not measured | 30.5% | Only Grok 4.6 measured |
| LMArena Text: hard prompts | 1461 | 1448 | DeepSeek V4 Pro 0423 |
| LMArena Text: expert | 1463 | 1469 | Grok 4.6 |
| LMArena Text: hard prompts in English | 1466 | 1445 | DeepSeek V4 Pro 0423 |
| 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 | |||
MathLike-for-likePublic boards, shown as published, kept out of the index15
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| OTIS Mock AIME | 96.7% | 99.2% | Grok 4.6 |
| FrontierMath, tiers 1 to 3 | 45.3% | 66.0% | Grok 4.6 |
| FrontierMath, tier 4 | 2.4% | 31.7% | Grok 4.6 |
| ProofBench | 16.0% | 51.0% | Grok 4.6 |
| LMArena Text: math | 1443 | 1417 | DeepSeek V4 Pro 0423 |
| LMArena Text: mathematical work | 1455 | 1464 | Grok 4.6 |
| Neither model has a result on the other 7 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index55
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| MMLU Pro | 87.3% | 89.4% | Grok 4.6 |
| LegalBench (Vals AI) | 80.3% | 86.3% | Grok 4.6 |
| CaseLaw (Vals AI) | 59.4% | Not measured | Only DeepSeek V4 Pro 0423 measured |
| CorpFin (Vals AI) | 61.4% | 66.2% | Grok 4.6 |
| TaxEval (Vals AI) | 72.1% | 71.1% | DeepSeek V4 Pro 0423 |
| MortgageTax (Vals AI) | Not measured | 64.2% | Only Grok 4.6 measured |
| MedCode (Vals AI) | 40.5% | 44.7% | Grok 4.6 |
| SimpleQA Verified | 47.0% | 49.3% | Grok 4.6 |
| LMArena Text: science | 1470 | 1437 | DeepSeek V4 Pro 0423 |
| LMArena Text: medicine and healthcare | 1466 | 1420 | DeepSeek V4 Pro 0423 |
| LMArena Text: legal and government | 1464 | 1429 | DeepSeek V4 Pro 0423 |
| LMArena Text: business and finance | 1443 | 1416 | DeepSeek V4 Pro 0423 |
| Neither model has a result on the other 5 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index08
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| Design Arena: websites | 1235 | 1289 | Grok 4.6 |
| Design Arena: UI components | 1221 | 1294 | Grok 4.6 |
| Design Arena: game dev | 1229 | 1296 | Grok 4.6 |
| Design Arena: data viz | 1203 | 1283 | Grok 4.6 |
| Design Arena: 3D | 1254 | 1277 | Grok 4.6 |
| Design Arena: all code categories | 1240 | 1292 | Grok 4.6 |
| Design Arena: SVG | 1139 | 1239 | Grok 4.6 |
| Design Arena: ASCII art | 1148 | 1278 | Grok 4.6 |
| LiveBench design | Not measured | 79.8% | Only Grok 4.6 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index174
| Benchmark | DeepSeek V4 Pro 0423 | Grok 4.6 | Leader |
|---|---|---|---|
| LiveBench data analysis | Not measured | 75.3% | Only Grok 4.6 measured |
| Public Benefits Bench (Vals AI) | 62.9% | 66.8% | Grok 4.6 |
| SAGE (Vals AI) | Not measured | 28.9% | Only Grok 4.6 measured |
| MedScribe (Vals AI) | 75.1% | 86.5% | Grok 4.6 |
| Long context reasoning (AA-LCR) | Not measured | 81.0% | Only Grok 4.6 measured |
| DTBench | 90.7% | 97.3% | Grok 4.6 |
| LMCA | 41.2% | 48.5% | Grok 4.6 |
| Surface Evolver Bench | 40.0% | Not measured | Only DeepSeek V4 Pro 0423 measured |
| Furniture assembly | Not measured | 40.0% | Only Grok 4.6 measured |
| CL-bench Life | 13.5% | Not measured | Only DeepSeek V4 Pro 0423 measured |
| LMArena Text | 1451 | 1429 | DeepSeek V4 Pro 0423 |
| LMArena Text: instruction following | 1445 | 1431 | DeepSeek V4 Pro 0423 |
| LMArena Text: creative writing | 1446 | 1426 | DeepSeek V4 Pro 0423 |
| LMArena Vision | Not measured | 1263 | Only Grok 4.6 measured |
| LMArena Text: English | 1459 | 1433 | DeepSeek V4 Pro 0423 |
| LMArena Text: non-English | 1439 | 1420 | DeepSeek V4 Pro 0423 |
| LMArena Text: Chinese | 1481 | 1476 | DeepSeek V4 Pro 0423 |
| LMArena Text: German | 1458 | 1426 | DeepSeek V4 Pro 0423 |
| LMArena Text: Japanese | 1446 | 1378 | DeepSeek V4 Pro 0423 |
| LMArena Text: Korean | 1409 | 1391 | DeepSeek V4 Pro 0423 |
| LMArena Text: French | 1473 | 1455 | DeepSeek V4 Pro 0423 |
| LMArena Text: Spanish | 1457 | 1414 | DeepSeek V4 Pro 0423 |
| LMArena Text: Russian | 1453 | 1421 | DeepSeek V4 Pro 0423 |
| LMArena Text: Polish | 1461 | 1430 | DeepSeek V4 Pro 0423 |
| LMArena Text: multi-turn | 1468 | 1425 | DeepSeek V4 Pro 0423 |
| LMArena Text: longer queries | 1458 | 1456 | DeepSeek V4 Pro 0423 |
| LMArena Text: writing and language | 1447 | 1429 | DeepSeek V4 Pro 0423 |
| LMArena Text: entertainment and media | 1431 | 1421 | DeepSeek V4 Pro 0423 |
| 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 12 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | DeepSeek V4 Pro 0423 | 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
DeepSeek V4 Pro 0423 costs less
Repository review
50K input + 3K output tokens
DeepSeek V4 Pro 0423 costs less
Agent loop
200K input + 10K output tokens
DeepSeek V4 Pro 0423 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 | DeepSeek V4 Pro 0423 | SpaceXAI Grok 4.6 |
|---|---|---|
| Maker | DeepSeek | xAI |
| Weights | Open weights | No public weights listed |
| Released | April 24, 2026 | August 12, 2026 |
| Context window | 1.05M | 500K |
| Input $/Mtok | $0.9553 | $2.00 |
| Output $/Mtok | $1.9105 | $6.00 |
| Coding index | 35.3 | 76.4 |
| Independent measurements behind it | 1 | 2 |
| Cost per solved task | $0.57 | $0.82 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is DeepSeek V4 Pro 0423 better than Grok 4.6 for coding?
Pick Grok 4.6 for coding: it scores 76.4 on the Vibe Coding Index against 35.3 for DeepSeek V4 Pro 0423. Pick DeepSeek V4 Pro 0423 when output tokens cost 3.1x less, or when a solved task costs $0.57 against $0.82.
Which is cheaper, DeepSeek V4 Pro 0423 or Grok 4.6?
DeepSeek V4 Pro 0423 costs $0.9553 per million input tokens and $1.9105 per million output tokens; Grok 4.6 costs $2.00 and $6.00. Per solved SWE-bench Verified task, DeepSeek V4 Pro 0423 costs $0.57 and Grok 4.6 $0.82.
Which has the bigger context window, DeepSeek V4 Pro 0423 or Grok 4.6?
DeepSeek V4 Pro 0423, with 1.05M tokens against 500K.
How many benchmarks is the DeepSeek V4 Pro 0423 vs Grok 4.6 comparison based on?
80 benchmarks have a result for both models as of October 21, 2026. DeepSeek V4 Pro 0423'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.