Claude Sonnet 5 vs R1 0528
Updated October 21, 2026. 44 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 44 shared
Decision reading
Pick R1 0528 for coding: it scores 71.4 on the Vibe Coding Index against 63.5 for Claude Sonnet 5, though on 1 benchmark against 2.
Pick Claude Sonnet 5 when the context window is larger, 1M against 164K tokens, or when what matters is WeirdML or ALE-Bench, where it leads.
Model AClaude Sonnet 5Anthropic63.5/1002 independent benchmarks$1.87 per solved taskModel BR1 0528DeepSeek71.4/1001 independent benchmarkNo cost per solved task
- Shared results
- 44
- Claude Sonnet 5 only
- 76
- R1 0528 only
- 15
- Like-for-like categories
- 7 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
R1 0528
R1 0528 scores 71.4 against 63.5.
2 and 1 benchmarks behind the scores
Intelligence
AA Intelligence Index
Claude Sonnet 5
Claude Sonnet 5 leads, 38.2 against 13.1.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only Claude Sonnet 5 has a AA Agentic Index result, 43.6.
Directional only
Reasoning
GPQA Diamond
No call
Only Claude Sonnet 5 has a GPQA Diamond result, 88.9%.
Directional only
Knowledge
MMLU Pro
No call
Only Claude Sonnet 5 has a MMLU Pro result, 87.5%.
Directional only
Web design
Design Arena: websites
Claude Sonnet 5
Claude Sonnet 5 leads, 1274 against 1149.
Same board, both measured
Long documents
Listed context window
Claude Sonnet 5
Claude Sonnet 5 takes 1M tokens against 164K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
R1 0528
Claude Sonnet 5 $0.0070, R1 0528 $0.0016 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Claude Sonnet 5 has the number, $1.87.
Directional only
At a glance
- Coding index
- Claude Sonnet 5 63.5 from 2 benchmarks, R1 0528 71.4 from 1 benchmark.
- Widest category
- Intelligence, 25.1 points apart on average over 1 shared benchmark.
- Widest single gap
- OTIS Mock AIME: Claude Sonnet 5 94.7% against R1 0528 66.4%, 28.3 points apart on a 0 to 100 scale.
- Output price
- Claude Sonnet 5 $10.00 against R1 0528 $2.15 per million output tokens, 4.7x apart.
- Context window
- Claude Sonnet 5 takes 1M tokens, R1 0528 164K.
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 | Claude Sonnet 5 | Bars | R1 0528 | Ties |
|---|---|---|---|---|
| Coding | 4 | 0 | ||
| Intelligence | 1 | 0 | ||
| Reasoning | 7 | 0 | ||
| Math | 3 | 0 | ||
| Knowledge | 3 | 1 | ||
| Web design | 7 | 0 | ||
| General | 17 | 1 | ||
| All shared boards | 42 | 2 |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index40
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| Aider polyglot | Not measured | 71.4% | Only R1 0528 measured |
| LiveBench coding | 74.7% | Not measured | Only Claude Sonnet 5 measured |
| LMArena WebDev | 1540 | Not measured | Only Claude Sonnet 5 measured |
| AA Coding Index | 71.5 | Not measured | Only Claude Sonnet 5 measured |
| LiveCodeBench (Vals AI) | 82.4% | Not measured | Only Claude Sonnet 5 measured |
| SWE-bench Verified (Vals AI) | 79.6% | Not measured | Only Claude Sonnet 5 measured |
| Terminal-Bench 4 (Vals AI) | 10.6% | Not measured | Only Claude Sonnet 5 measured |
| Vibe Code Bench (Vals AI) | 81.3% | Not measured | Only Claude Sonnet 5 measured |
| Code migration (Vals AI) | 44.4% | Not measured | Only Claude Sonnet 5 measured |
| ProgramBench (Vals AI) | 0.0% | Not measured | Only Claude Sonnet 5 measured |
| IOI (Vals AI) | 45.0% | Not measured | Only Claude Sonnet 5 measured |
| Terminal-Bench 2.1 (Vals AI) | 74.5% | Not measured | Only Claude Sonnet 5 measured |
| Vibe Code Bench 1-100 (Vals AI) | 13.8% | Not measured | Only Claude Sonnet 5 measured |
| SkillsBench (Vals AI) | 46.5% | Not measured | Only Claude Sonnet 5 measured |
| CyberBench (Vals AI) | 70.3% | Not measured | Only Claude Sonnet 5 measured |
| LiveCodeBench (Artificial Analysis run) | Not measured | 77.0% | Only R1 0528 measured |
| SciCode | 54.3% | Not measured | Only Claude Sonnet 5 measured |
| Terminal-Bench Hard (Artificial Analysis run) | Not measured | 15.9% | Only R1 0528 measured |
| FrontierCode | 42.7% | Not measured | Only Claude Sonnet 5 measured |
| GSO-Bench | 37.3% | Not measured | Only Claude Sonnet 5 measured |
| WeirdML | 68.8% | 41.6% | Claude Sonnet 5 |
| ALE-Bench | 1463.1 | 804.1 | Claude Sonnet 5 |
| LMArena Text: coding | 1483 | 1427 | Claude Sonnet 5 |
| LMArena Text: software and IT | 1474 | 1435 | Claude Sonnet 5 |
| LMArena WebDev: React | 1541 | Not measured | Only Claude Sonnet 5 measured |
| LMArena WebDev: HTML | 1527 | Not measured | Only Claude Sonnet 5 measured |
| LMArena WebDev: from an image | 1540 | Not measured | Only Claude Sonnet 5 measured |
| Neither model has a result on the other 11 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index10
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| AA Intelligence Index | 38.2 | 13.1 | Claude Sonnet 5 |
| Epoch Capabilities Index | 156.9 | Not measured | Only Claude Sonnet 5 measured |
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index24 boards, none shared
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| AA Agentic Index | 43.6 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: agents building web apps | 1245 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: agents building full-stack apps | 1249 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: agents building mobile apps | 1215 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: agents building Android apps | 1231 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: agents building Godot games | 1225 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: agents building games | 1227 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: HTML slides | 1218 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: PowerPoint slides | 1216 | Not measured | Only Claude Sonnet 5 measured |
| Design Arena: spreadsheets | 1004 | Not measured | Only Claude Sonnet 5 measured |
| LiveBench research | 82.8% | Not measured | Only Claude Sonnet 5 measured |
| LiveBench browser | 72.0% | Not measured | Only Claude Sonnet 5 measured |
| LiveBench long agentic | 39.0% | Not measured | Only Claude Sonnet 5 measured |
| SREBench (Vals AI) | 0.4% | Not measured | Only Claude Sonnet 5 measured |
| Finance Agent (Vals AI) | 53.9% | Not measured | Only Claude Sonnet 5 measured |
| Tax Agent Bench (Vals AI) | 29.4% | Not measured | Only Claude Sonnet 5 measured |
| Legal Research Bench (Vals AI) | 41.8% | Not measured | Only Claude Sonnet 5 measured |
| Excel Modeling Benchmark (Vals AI) | 66.3% | Not measured | Only Claude Sonnet 5 measured |
| Terminal-Bench-Science (Vals AI) | 5.7% | Not measured | Only Claude Sonnet 5 measured |
| τ²-Bench Telecom | Not measured | 36.5% | Only R1 0528 measured |
| APEX-Agents | 54.5% | Not measured | Only Claude Sonnet 5 measured |
| METR time horizons | Not measured | 53.8% | Only R1 0528 measured |
| DeepResearch Bench | Not measured | 35.1% | Only R1 0528 measured |
| Vending-Bench 2 | $6,378 | Not measured | Only Claude Sonnet 5 measured |
| Neither model has a result on the other 15 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index70
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| GPQA Diamond | 88.9% | Not measured | Only Claude Sonnet 5 measured |
| LiveBench reasoning | 88.7% | Not measured | Only Claude Sonnet 5 measured |
| MMMU Pro (Vals AI) | 83.0% | Not measured | Only Claude Sonnet 5 measured |
| GPQA Diamond (Artificial Analysis run) | 91.1% | 81.3% | Claude Sonnet 5 |
| Humanity's Last Exam (Artificial Analysis run) | 41.3% | 15.8% | Claude Sonnet 5 |
| GPQA Diamond (Epoch AI run) | 90.5% | 76.3% | Claude Sonnet 5 |
| ARC-AGI | Not measured | 21.2% | Only R1 0528 measured |
| ARC-AGI-2 | Not measured | 1.1% | Only R1 0528 measured |
| SimpleBench | 60.6% | 40.8% | Claude Sonnet 5 |
| Chess puzzles | 45.0% | Not measured | Only Claude Sonnet 5 measured |
| Mystery game puzzles | 35.0% | Not measured | Only Claude Sonnet 5 measured |
| LMArena Text: hard prompts | 1461 | 1415 | Claude Sonnet 5 |
| LMArena Text: expert | 1489 | 1394 | Claude Sonnet 5 |
| LMArena Text: hard prompts in English | 1464 | 1422 | Claude Sonnet 5 |
| LMArena Vision: diagrams | 1293 | Not measured | Only Claude Sonnet 5 measured |
| LMArena Vision: homework | 1311 | Not measured | Only Claude Sonnet 5 measured |
| Neither model has a result on the other 5 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index30
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| AA Math Index | Not measured | 76.0 | Only R1 0528 measured |
| AIME 2025 (Artificial Analysis run) | Not measured | 76.0% | Only R1 0528 measured |
| OTIS Mock AIME | 94.7% | 66.4% | Claude Sonnet 5 |
| FrontierMath, tiers 1 to 3 | 65.6% | Not measured | Only Claude Sonnet 5 measured |
| FrontierMath, tier 4 | 29.3% | Not measured | Only Claude Sonnet 5 measured |
| ProofBench | 77.0% | Not measured | Only Claude Sonnet 5 measured |
| MATH level 5 | Not measured | 96.6% | Only R1 0528 measured |
| LMArena Text: math | 1467 | 1400 | Claude Sonnet 5 |
| LMArena Text: mathematical work | 1481 | 1415 | Claude Sonnet 5 |
| Neither model has a result on the other 4 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index31
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| MMLU Pro | 87.5% | Not measured | Only Claude Sonnet 5 measured |
| LegalBench (Vals AI) | 83.9% | Not measured | Only Claude Sonnet 5 measured |
| CorpFin (Vals AI) | 67.0% | Not measured | Only Claude Sonnet 5 measured |
| TaxEval (Vals AI) | 75.6% | Not measured | Only Claude Sonnet 5 measured |
| MortgageTax (Vals AI) | 70.0% | Not measured | Only Claude Sonnet 5 measured |
| MedCode (Vals AI) | 47.5% | Not measured | Only Claude Sonnet 5 measured |
| MMLU Pro (Artificial Analysis run) | Not measured | 84.9% | Only R1 0528 measured |
| SimpleQA Verified | 33.7% | Not measured | Only Claude Sonnet 5 measured |
| LMArena Text: science | 1460 | 1430 | Claude Sonnet 5 |
| LMArena Text: medicine and healthcare | 1442 | 1445 | R1 0528 |
| LMArena Text: legal and government | 1454 | 1419 | Claude Sonnet 5 |
| LMArena Text: business and finance | 1436 | 1402 | Claude Sonnet 5 |
| Neither model has a result on the other 5 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index70
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| Design Arena: websites | 1274 | 1149 | Claude Sonnet 5 |
| Design Arena: UI components | 1279 | 1102 | Claude Sonnet 5 |
| Design Arena: game dev | 1278 | 1098 | Claude Sonnet 5 |
| Design Arena: data viz | 1251 | 1182 | Claude Sonnet 5 |
| Design Arena: 3D | 1261 | 1111 | Claude Sonnet 5 |
| Design Arena: all code categories | 1276 | 1139 | Claude Sonnet 5 |
| Design Arena: SVG | 1193 | 1038 | Claude Sonnet 5 |
| Design Arena: ASCII art | 1207 | Not measured | Only Claude Sonnet 5 measured |
| LiveBench design | 82.0% | Not measured | Only Claude Sonnet 5 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index171
| Benchmark | Claude Sonnet 5 | R1 0528 | Leader |
|---|---|---|---|
| LiveBench data analysis | 71.7% | Not measured | Only Claude Sonnet 5 measured |
| Public Benefits Bench (Vals AI) | 66.0% | Not measured | Only Claude Sonnet 5 measured |
| SAGE (Vals AI) | 48.9% | Not measured | Only Claude Sonnet 5 measured |
| MedScribe (Vals AI) | 76.0% | Not measured | Only Claude Sonnet 5 measured |
| Vals Multimodal Index | 68.8% | Not measured | Only Claude Sonnet 5 measured |
| IFBench | Not measured | 39.6% | Only R1 0528 measured |
| Long context reasoning (AA-LCR) | 82.0% | 55.7% | Claude Sonnet 5 |
| DTBench | 92.5% | Not measured | Only Claude Sonnet 5 measured |
| LMCA | 50.0% | Not measured | Only Claude Sonnet 5 measured |
| Fiction.LiveBench | Not measured | 75.0% | Only R1 0528 measured |
| Creative writing (Lech Mazur) | Not measured | 81.9% | Only R1 0528 measured |
| Surface Evolver Bench | 60.0% | Not measured | Only Claude Sonnet 5 measured |
| LMArena Text | 1442 | 1428 | Claude Sonnet 5 |
| LMArena Text: instruction following | 1452 | 1382 | Claude Sonnet 5 |
| LMArena Text: creative writing | 1416 | 1405 | Claude Sonnet 5 |
| LMArena Vision | 1273 | Not measured | Only Claude Sonnet 5 measured |
| LMArena Text: English | 1450 | 1437 | Claude Sonnet 5 |
| LMArena Text: non-English | 1431 | 1412 | Claude Sonnet 5 |
| LMArena Text: Chinese | 1478 | 1442 | Claude Sonnet 5 |
| LMArena Text: German | 1442 | 1404 | Claude Sonnet 5 |
| LMArena Text: Japanese | 1422 | 1391 | Claude Sonnet 5 |
| LMArena Text: Korean | 1412 | 1360 | Claude Sonnet 5 |
| LMArena Text: French | 1463 | 1417 | Claude Sonnet 5 |
| LMArena Text: Spanish | 1438 | 1411 | Claude Sonnet 5 |
| LMArena Text: Russian | 1450 | 1423 | Claude Sonnet 5 |
| LMArena Text: Polish | 1425 | 1428 | R1 0528 |
| LMArena Text: multi-turn | 1453 | 1405 | Claude Sonnet 5 |
| LMArena Text: longer queries | 1462 | 1391 | Claude Sonnet 5 |
| LMArena Text: writing and language | 1436 | 1402 | Claude Sonnet 5 |
| LMArena Text: entertainment and media | 1411 | 1400 | Claude Sonnet 5 |
| LMArena Vision: English | 1275 | Not measured | Only Claude Sonnet 5 measured |
| LMArena Vision: Chinese | 1331 | Not measured | Only Claude Sonnet 5 measured |
| LMArena Vision: reading text | 1288 | Not measured | Only Claude Sonnet 5 measured |
| LMArena Vision: humor | 1261 | Not measured | Only Claude Sonnet 5 measured |
| LMArena Vision: creative writing | 1246 | Not measured | Only Claude Sonnet 5 measured |
| LMArena Document | 1466 | Not measured | Only Claude Sonnet 5 measured |
| Neither model has a result on the other 10 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Sonnet 5 | R1 0528 | 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
Claude Sonnet 5$0.0070Fits in one request
R1 0528$0.0016Fits in one request
R1 0528 costs less
Repository review
50K input + 3K output tokens
Claude Sonnet 5$0.130Fits in one request
R1 0528$0.031Fits in one request
R1 0528 costs less
Agent loop
200K input + 10K output tokens
Claude Sonnet 5$0.500Fits in one request
R1 0528$0.121Exceeds the context window
R1 0528 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 | Anthropic Claude Sonnet 5 | DeepSeek R1 0528 |
|---|---|---|
| Maker | Anthropic | DeepSeek |
| Weights | No public weights listed | Open weights |
| Released | June 30, 2026 | May 28, 2025 |
| Context window | 1M | 164K |
| Input $/Mtok | $2.00 | $0.50 |
| Output $/Mtok | $10.00 | $2.15 |
| Coding index | 63.5 | 71.4 |
| Independent measurements behind it | 2 | 1 |
| Cost per solved task | $1.87 | Not computable |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Sonnet 5 better than R1 0528 for coding?
Pick R1 0528 for coding: it scores 71.4 on the Vibe Coding Index against 63.5 for Claude Sonnet 5, though on 1 benchmark against 2. Pick Claude Sonnet 5 when the context window is larger, 1M against 164K tokens, or when what matters is WeirdML or ALE-Bench, where it leads.
Which is cheaper, Claude Sonnet 5 or R1 0528?
Claude Sonnet 5 costs $2.00 per million input tokens and $10.00 per million output tokens; R1 0528 costs $0.50 and $2.15. Cost per solved task is known for Claude Sonnet 5 only.
Which has the bigger context window, Claude Sonnet 5 or R1 0528?
Claude Sonnet 5, with 1M tokens against 164K.
How many benchmarks is the Claude Sonnet 5 vs R1 0528 comparison based on?
44 benchmarks have a result for both models as of October 21, 2026. Claude Sonnet 5's coding index rests on 2 independent benchmarks and R1 0528's on 1. Where only one model has a result, the page says so instead of naming a winner.