Claude Haiku 4.5 vs Claude Sonnet 4.6
Updated October 21, 2026. 87 benchmarks have a result for both. Coding is ranked on the Vibe Coding Index; every other board is shown as published.
Decision reading
Pick Claude Sonnet 4.6 for coding: it scores 57.8 on the Vibe Coding Index against 49.8 for Claude Haiku 4.5, though on 2 benchmarks against 3.
Pick Claude Haiku 4.5 when output tokens cost 3.0x less, or when a solved task costs $0.56 against $1.68.
- Shared results
- 87
- Claude Haiku 4.5 only
- 7
- Claude Sonnet 4.6 only
- 30
- 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
Claude Sonnet 4.6
Claude Sonnet 4.6 scores 57.8 against 49.8.
3 and 2 benchmarks behind the scores
Intelligence
AA Intelligence Index
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 30.1 against 16.9.
Same board, both measured
Agentic work
AA Agentic Index
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 31.8 against 8.0.
Same board, both measured
Reasoning
GPQA Diamond
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 85.6% against 72.2%.
Same board, both measured
Math
AIME
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 92.3% against 82.7%.
Same board, both measured
Knowledge
MMLU Pro
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 87.3% against 78.7%.
Same board, both measured
Web design
Design Arena: websites
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 1285 against 1122.
Same board, both measured
Long documents
Listed context window
Claude Sonnet 4.6
Claude Sonnet 4.6 takes 1M tokens against 200K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Claude Haiku 4.5
Claude Haiku 4.5 $0.0035, Claude Sonnet 4.6 $0.011 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
Claude Haiku 4.5
Claude Haiku 4.5 $0.56, Claude Sonnet 4.6 $1.68.
Published attempt cost and pass rate
At a glance
- Coding index
- Claude Haiku 4.5 49.8 from 3 benchmarks, Claude Sonnet 4.6 57.8 from 2 benchmarks.
- Widest category
- Agentic work, 24.2 points apart on average over 10 shared benchmarks.
- Widest single gap
- ARC-AGI-2: Claude Haiku 4.5 4.0% against Claude Sonnet 4.6 60.4%, 56.4 points apart on a 0 to 100 scale.
- Output price
- Claude Haiku 4.5 $5.00 against Claude Sonnet 4.6 $15.00 per million output tokens, 3.0x apart.
- Context window
- Claude Haiku 4.5 takes 200K tokens, Claude Sonnet 4.6 1M.
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 Haiku 4.5 | Bars | Claude Sonnet 4.6 | Ties |
|---|---|---|---|---|
| Coding | 0 | 15 | ||
| Intelligence | 0 | 2 | ||
| Agentic work | 0 | 10 | ||
| Reasoning | 0 | 10 | ||
| Math | 0 | 4 | ||
| Knowledge | 0 | 12 | ||
| Web design | 0 | 9 | ||
| General | 0 | 25 | ||
| All shared boards | 0 | 87 |
CodingLike-for-likeFour of these boards feed the Vibe Coding Index015
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| SWE-bench Verified | 66.6% | Not measured | Only Claude Haiku 4.5 measured |
| SWE-bench Multilingual | 64.7% | Not measured | Only Claude Haiku 4.5 measured |
| LiveBench coding | 48.1% | 66.6% | Claude Sonnet 4.6 |
| LMArena WebDev | 1330 | 1523 | Claude Sonnet 4.6 |
| AA Coding Index | 43.9 | 63.0 | Claude Sonnet 4.6 |
| LiveCodeBench (Vals AI) | 41.2% | 82.1% | Claude Sonnet 4.6 |
| SWE-bench Verified (Vals AI) | 66.6% | 77.4% | Claude Sonnet 4.6 |
| Vibe Code Bench (Vals AI) | 11.4% | 55.8% | Claude Sonnet 4.6 |
| Code migration (Vals AI) | 7.5% | 39.9% | Claude Sonnet 4.6 |
| ProgramBench (Vals AI) | 0.0% | 0.5% | Claude Sonnet 4.6 |
| Terminal-Bench 2.1 (Vals AI) | 43.8% | 57.3% | Claude Sonnet 4.6 |
| SkillsBench (Vals AI) | Not measured | 49.0% | Only Claude Sonnet 4.6 measured |
| SciCode | Not measured | 50.1% | Only Claude Sonnet 4.6 measured |
| Terminal-Bench Hard (Artificial Analysis run) | Not measured | 53.0% | Only Claude Sonnet 4.6 measured |
| Terminal-Bench | 35.5% | 53.4% | Claude Sonnet 4.6 |
| FrontierCode | Not measured | 24.3% | Only Claude Sonnet 4.6 measured |
| WeirdML | 45.4% | 66.1% | Claude Sonnet 4.6 |
| LMArena Text: coding | 1454 | 1503 | Claude Sonnet 4.6 |
| LMArena Text: software and IT | 1439 | 1491 | Claude Sonnet 4.6 |
| LMArena WebDev: React | 1326 | 1512 | Claude Sonnet 4.6 |
| LMArena WebDev: HTML | 1318 | 1527 | Claude Sonnet 4.6 |
| LMArena WebDev: from an image | Not measured | 1529 | Only Claude Sonnet 4.6 measured |
| Neither model has a result on the other 16 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| AA Intelligence Index | 16.9 | 30.1 | Claude Sonnet 4.6 |
| Epoch Capabilities Index | 142.2 | 152.8 | Claude Sonnet 4.6 |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index010
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| AA Agentic Index | 8.0 | 31.8 | Claude Sonnet 4.6 |
| Design Arena: agents building web apps | Not measured | 1190 | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building full-stack apps | Not measured | 1213 | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building mobile apps | Not measured | 1212 | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building Android apps | Not measured | 1202 | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building Godot games | Not measured | 1226 | Only Claude Sonnet 4.6 measured |
| Design Arena: agents building games | Not measured | 1177 | Only Claude Sonnet 4.6 measured |
| LiveBench research | 42.2% | 63.6% | Claude Sonnet 4.6 |
| LiveBench browser | 40.0% | 68.0% | Claude Sonnet 4.6 |
| LiveBench long agentic | 11.1% | 23.1% | Claude Sonnet 4.6 |
| Finance Agent (Vals AI) | 31.0% | 51.0% | Claude Sonnet 4.6 |
| Tax Agent Bench (Vals AI) | 5.9% | 25.8% | Claude Sonnet 4.6 |
| Legal Research Bench (Vals AI) | 10.6% | 38.5% | Claude Sonnet 4.6 |
| Excel Modeling Benchmark (Vals AI) | 22.7% | 60.2% | Claude Sonnet 4.6 |
| τ²-Bench Telecom | Not measured | 79.5% | Only Claude Sonnet 4.6 measured |
| APEX-Agents | Not measured | 43.0% | Only Claude Sonnet 4.6 measured |
| OSWorld 2.0 | Not measured | 9.3% | Only Claude Sonnet 4.6 measured |
| BALROG | 31.2% | Not measured | Only Claude Haiku 4.5 measured |
| DeepResearch Bench | 45.5% | 54.9% | Claude Sonnet 4.6 |
| OSWorld | Not measured | 72.1% | Only Claude Sonnet 4.6 measured |
| Vending-Bench 2 | $459 | $7,204 | Claude Sonnet 4.6 |
| Neither model has a result on the other 18 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index010
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| GPQA Diamond | 72.2% | 85.6% | Claude Sonnet 4.6 |
| LiveBench reasoning | 61.7% | 86.4% | Claude Sonnet 4.6 |
| MMMU Pro (Vals AI) | 46.1% | 83.6% | Claude Sonnet 4.6 |
| GPQA Diamond (Artificial Analysis run) | Not measured | 87.5% | Only Claude Sonnet 4.6 measured |
| Humanity's Last Exam (Artificial Analysis run) | Not measured | 33.6% | Only Claude Sonnet 4.6 measured |
| GPQA Diamond (Epoch AI run) | 71.2% | 87.4% | Claude Sonnet 4.6 |
| ARC-AGI | 47.7% | 86.5% | Claude Sonnet 4.6 |
| ARC-AGI-2 | 4.0% | 60.4% | Claude Sonnet 4.6 |
| Chess puzzles | 8.0% | 23.0% | Claude Sonnet 4.6 |
| Mystery game puzzles | Not measured | 16.0% | Only Claude Sonnet 4.6 measured |
| LMArena Text: hard prompts | 1421 | 1485 | Claude Sonnet 4.6 |
| LMArena Text: expert | 1443 | 1500 | Claude Sonnet 4.6 |
| LMArena Text: hard prompts in English | 1435 | 1493 | Claude Sonnet 4.6 |
| LMArena Vision: diagrams | Not measured | 1306 | Only Claude Sonnet 4.6 measured |
| LMArena Vision: homework | Not measured | 1311 | Only Claude Sonnet 4.6 measured |
| Neither model has a result on the other 6 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index04
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| AIME | 82.7% | 92.3% | Claude Sonnet 4.6 |
| MGSM (Vals AI) | 92.2% | Not measured | Only Claude Haiku 4.5 measured |
| OTIS Mock AIME | 66.7% | 85.8% | Claude Sonnet 4.6 |
| ProofBench | Not measured | 45.0% | Only Claude Sonnet 4.6 measured |
| MATH level 5 | 96.4% | Not measured | Only Claude Haiku 4.5 measured |
| LMArena Text: math | 1398 | 1462 | Claude Sonnet 4.6 |
| LMArena Text: mathematical work | 1430 | 1483 | Claude Sonnet 4.6 |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index012
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| MMLU Pro | 78.7% | 87.3% | Claude Sonnet 4.6 |
| LegalBench (Vals AI) | 81.2% | 82.1% | Claude Sonnet 4.6 |
| CaseLaw (Vals AI) | 56.5% | 64.0% | Claude Sonnet 4.6 |
| CorpFin (Vals AI) | 60.6% | 65.3% | Claude Sonnet 4.6 |
| TaxEval (Vals AI) | 67.5% | 77.1% | Claude Sonnet 4.6 |
| MortgageTax (Vals AI) | 62.2% | 67.7% | Claude Sonnet 4.6 |
| MedQA (Vals AI) | 79.6% | 92.1% | Claude Sonnet 4.6 |
| MedCode (Vals AI) | 32.7% | Not measured | Only Claude Haiku 4.5 measured |
| SimpleQA Verified | 13.2% | 35.5% | Claude Sonnet 4.6 |
| LMArena Text: science | 1406 | 1474 | Claude Sonnet 4.6 |
| LMArena Text: medicine and healthcare | 1394 | 1451 | Claude Sonnet 4.6 |
| LMArena Text: legal and government | 1400 | 1470 | Claude Sonnet 4.6 |
| LMArena Text: business and finance | 1400 | 1464 | Claude Sonnet 4.6 |
| Neither model has a result on the other 4 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index09
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| Design Arena: websites | 1122 | 1285 | Claude Sonnet 4.6 |
| Design Arena: UI components | 1100 | 1271 | Claude Sonnet 4.6 |
| Design Arena: game dev | 1097 | 1259 | Claude Sonnet 4.6 |
| Design Arena: data viz | 1124 | 1278 | Claude Sonnet 4.6 |
| Design Arena: 3D | 1072 | 1234 | Claude Sonnet 4.6 |
| Design Arena: all code categories | 1115 | 1276 | Claude Sonnet 4.6 |
| Design Arena: SVG | 1025 | 1196 | Claude Sonnet 4.6 |
| Design Arena: ASCII art | 1139 | 1235 | Claude Sonnet 4.6 |
| LiveBench design | 59.9% | 71.8% | Claude Sonnet 4.6 |
GeneralLike-for-likePublic boards, shown as published, kept out of the index025
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 4.6 | Leader |
|---|---|---|---|
| LiveBench data analysis | 59.3% | 76.1% | Claude Sonnet 4.6 |
| Public Benefits Bench (Vals AI) | 54.3% | 62.5% | Claude Sonnet 4.6 |
| SAGE (Vals AI) | 31.8% | 46.6% | Claude Sonnet 4.6 |
| MedScribe (Vals AI) | 85.2% | Not measured | Only Claude Haiku 4.5 measured |
| Vals Multimodal Index | 42.9% | 60.6% | Claude Sonnet 4.6 |
| IFBench | Not measured | 56.6% | Only Claude Sonnet 4.6 measured |
| Long context reasoning (AA-LCR) | Not measured | 80.0% | Only Claude Sonnet 4.6 measured |
| DTBench | 73.6% | 89.9% | Claude Sonnet 4.6 |
| LMCA | 30.9% | 46.5% | Claude Sonnet 4.6 |
| ExploitBench | 13.7% | 23.6% | Claude Sonnet 4.6 |
| LMArena Text | 1397 | 1458 | Claude Sonnet 4.6 |
| LMArena Text: instruction following | 1414 | 1476 | Claude Sonnet 4.6 |
| LMArena Text: creative writing | 1371 | 1435 | Claude Sonnet 4.6 |
| LMArena Vision | Not measured | 1283 | Only Claude Sonnet 4.6 measured |
| LMArena Text: English | 1414 | 1472 | Claude Sonnet 4.6 |
| LMArena Text: non-English | 1377 | 1440 | Claude Sonnet 4.6 |
| LMArena Text: Chinese | 1418 | 1491 | Claude Sonnet 4.6 |
| LMArena Text: German | 1374 | 1428 | Claude Sonnet 4.6 |
| LMArena Text: Japanese | 1338 | 1420 | Claude Sonnet 4.6 |
| LMArena Text: Korean | 1346 | 1410 | Claude Sonnet 4.6 |
| LMArena Text: French | 1411 | 1465 | Claude Sonnet 4.6 |
| LMArena Text: Spanish | 1421 | 1464 | Claude Sonnet 4.6 |
| LMArena Text: Russian | 1381 | 1440 | Claude Sonnet 4.6 |
| LMArena Text: Polish | 1343 | 1443 | Claude Sonnet 4.6 |
| LMArena Text: multi-turn | 1409 | 1464 | Claude Sonnet 4.6 |
| LMArena Text: longer queries | 1427 | 1479 | Claude Sonnet 4.6 |
| LMArena Text: writing and language | 1386 | 1444 | Claude Sonnet 4.6 |
| LMArena Text: entertainment and media | 1369 | 1431 | Claude Sonnet 4.6 |
| LMArena Vision: English | Not measured | 1298 | Only Claude Sonnet 4.6 measured |
| LMArena Vision: Chinese | Not measured | 1307 | Only Claude Sonnet 4.6 measured |
| LMArena Vision: reading text | Not measured | 1296 | Only Claude Sonnet 4.6 measured |
| LMArena Vision: humor | Not measured | 1248 | Only Claude Sonnet 4.6 measured |
| LMArena Vision: recognizing things | Not measured | 1195 | Only Claude Sonnet 4.6 measured |
| LMArena Vision: creative writing | Not measured | 1272 | Only Claude Sonnet 4.6 measured |
| LMArena Document | 1420 | 1482 | Claude Sonnet 4.6 |
| Neither model has a result on the other 11 boards here | |||
Image generationNot comparablePublic boards, shown as published, kept out of the index0 boards, none shared
| Benchmark | Claude Haiku 4.5 | Claude Sonnet 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
Claude Haiku 4.5 costs less
Repository review
50K input + 3K output tokens
Claude Haiku 4.5 costs less
Agent loop
200K input + 10K output tokens
Claude Haiku 4.5 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 Haiku 4.5 | Anthropic Claude Sonnet 4.6 |
|---|---|---|
| Maker | Anthropic | Anthropic |
| Weights | No public weights listed | No public weights listed |
| Released | October 15, 2025 | February 17, 2026 |
| Context window | 200K | 1M |
| Input $/Mtok | $1.00 | $3.00 |
| Output $/Mtok | $5.00 | $15.00 |
| Coding index | 49.8 | 57.8 |
| Independent measurements behind it | 3 | 2 |
| Cost per solved task | $0.56 | $1.68 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Haiku 4.5 better than Claude Sonnet 4.6 for coding?
Pick Claude Sonnet 4.6 for coding: it scores 57.8 on the Vibe Coding Index against 49.8 for Claude Haiku 4.5, though on 2 benchmarks against 3. Pick Claude Haiku 4.5 when output tokens cost 3.0x less, or when a solved task costs $0.56 against $1.68.
Which is cheaper, Claude Haiku 4.5 or Claude Sonnet 4.6?
Claude Haiku 4.5 costs $1.00 per million input tokens and $5.00 per million output tokens; Claude Sonnet 4.6 costs $3.00 and $15.00. Per solved SWE-bench Verified task, Claude Haiku 4.5 costs $0.56 and Claude Sonnet 4.6 $1.68.
Which has the bigger context window, Claude Haiku 4.5 or Claude Sonnet 4.6?
Claude Sonnet 4.6, with 1M tokens against 200K.
How many benchmarks is the Claude Haiku 4.5 vs Claude Sonnet 4.6 comparison based on?
87 benchmarks have a result for both models as of October 21, 2026. Claude Haiku 4.5's coding index rests on 3 independent benchmarks and Claude Sonnet 4.6's on 2. Where only one model has a result, the page says so instead of naming a winner.