Claude Opus 4.1 vs Claude Opus 4.7
Claude Opus 4.7 leads Claude Opus 4.1 on the Artificial Analysis Intelligence Index, 40.7 to 22.8, and Claude Opus 4.7 costs 3.0x less per output token ($25.00 vs $75.00 per million). Updated October 22, 2026; 55 benchmarks have a result for both.
Claude Opus 4.1 or Claude Opus 4.7: which to pick
Only Claude Opus 4.7 has a coding score, 67.5 on the Vibe Coding Index; Claude Opus 4.1 has none, so the two cannot be ranked on coding.
Compare them on price, context and the boards below.
- Shared results
- 55
- Claude Opus 4.1 only
- 21
- Claude Opus 4.7 only
- 54
- Like-for-like categories
- 6 of 9
Only benchmarks that tested both models count toward a pick; a result only one model has is shown but not compared.
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, six public coding benchmarks
No call
Only Claude Opus 4.7 has a coding score, so no call is made.
One side not measured
Intelligence
AA Intelligence Index
Claude Opus 4.7
Claude Opus 4.7 leads, 40.7 against 22.8.
Same board, both measured
Agentic work
AA Agentic Index
No call
Only Claude Opus 4.7 has a AA Agentic Index result, 38.6.
Directional only
Reasoning
GPQA Diamond
Claude Opus 4.7
Claude Opus 4.7 leads, 90.2% against 76.3%.
Same board, both measured
Math
AIME
Claude Opus 4.7
Claude Opus 4.7 leads, 96.3% against 78.2%.
Same board, both measured
Knowledge
MMLU Pro
Claude Opus 4.7
Claude Opus 4.7 leads, 89.9% against 87.9%.
Same board, both measured
Web design
Design Arena: websites
No call
Only Claude Opus 4.1 has a Design Arena: websites result, 1176.
Directional only
Long documents
Listed context window
Claude Opus 4.7
Claude Opus 4.7 takes 1M tokens against 200K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Claude Opus 4.7
Claude Opus 4.1 $0.052, Claude Opus 4.7 $0.018 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
No call
Only Claude Opus 4.7 has the number, $2.95.
Directional only
At a glance
- Coding index
- Claude Opus 4.1 not benchmarked, Claude Opus 4.7 67.5 from 4 benchmarks.
- Widest category
- Math, 26.3 points apart on average over 6 shared benchmarks.
- Widest single gap
- FrontierMath, tiers 1 to 3: Claude Opus 4.1 12.6% against Claude Opus 4.7 70.2%, 57.5 points apart on a 0 to 100 scale.
- Output price
- Claude Opus 4.1 $75.00 against Claude Opus 4.7 $25.00 per million output tokens, 3.0x apart.
- Context window
- Claude Opus 4.1 takes 200K tokens, Claude Opus 4.7 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 Opus 4.1 | Bars | Claude Opus 4.7 | Ties |
|---|---|---|---|---|
| Coding | 0 | 7 | ||
| Intelligence | 0 | 2 | ||
| Reasoning | 0 | 9 | ||
| Math | 0 | 6 | ||
| Knowledge | 0 | 10 | ||
| General | 0 | 21 | ||
| All shared boards | 0 | 55 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index07
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| LMArena WebDev | 1390 | 1558 | Claude Opus 4.7 |
| AA Coding Index | Not measured | 73.6 | Only Claude Opus 4.7 measured |
| LiveCodeBench (Vals AI) | 66.5% | 85.1% | Claude Opus 4.7 |
| SWE-bench Verified (Vals AI) | Not measured | 82.0% | Only Claude Opus 4.7 measured |
| Vibe Code Bench (Vals AI) | Not measured | 71.0% | Only Claude Opus 4.7 measured |
| Code migration (Vals AI) | Not measured | 43.9% | Only Claude Opus 4.7 measured |
| ProgramBench (Vals AI) | Not measured | 0.0% | Only Claude Opus 4.7 measured |
| Terminal-Bench 2.1 (Vals AI) | Not measured | 68.5% | Only Claude Opus 4.7 measured |
| Terminal-Bench Hard (Artificial Analysis run) | Not measured | 54.5% | Only Claude Opus 4.7 measured |
| Terminal-Bench | 38.0% | 80.2% | Claude Opus 4.7 |
| FrontierCode | Not measured | 38.5% | Only Claude Opus 4.7 measured |
| GSO-Bench | Not measured | 44.1% | Only Claude Opus 4.7 measured |
| WeirdML | 45.9% | 76.4% | Claude Opus 4.7 |
| MirrorCode | Not measured | 31.1% | Only Claude Opus 4.7 measured |
| Cybench | 42.0% | Not measured | Only Claude Opus 4.1 measured |
| LMArena Text: coding | 1479 | 1519 | Claude Opus 4.7 |
| LMArena Text: software and IT | 1456 | 1516 | Claude Opus 4.7 |
| LMArena WebDev: React | Not measured | 1560 | Only Claude Opus 4.7 measured |
| LMArena WebDev: HTML | 1399 | 1554 | Claude Opus 4.7 |
| LMArena WebDev: from an image | Not measured | 1577 | Only Claude Opus 4.7 measured |
| SciCode | 4.6% | Not measured | Only Claude Opus 4.1 measured |
| SWE Atlas: Codebase QnA | Not measured | 40.3% | Only Claude Opus 4.7 measured |
| SWE Atlas: Refactoring | Not measured | 48.6% | Only Claude Opus 4.7 measured |
| SWE Atlas: Test Writing | Not measured | 38.5% | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 19 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index02
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| AA Intelligence Index | 22.8 | 40.7 | Claude Opus 4.7 |
| Epoch Capabilities Index | 144.1 | 156.8 | Claude Opus 4.7 |
Agentic workDirectional onlyPublic boards, shown as published, kept out of the index15 boards, none shared
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| AA Agentic Index | Not measured | 38.6 | Only Claude Opus 4.7 measured |
| Finance Agent (Vals AI) | Not measured | 51.5% | Only Claude Opus 4.7 measured |
| Tax Agent Bench (Vals AI) | Not measured | 23.7% | Only Claude Opus 4.7 measured |
| Legal Research Bench (Vals AI) | Not measured | 38.5% | Only Claude Opus 4.7 measured |
| Excel Modeling Benchmark (Vals AI) | Not measured | 63.7% | Only Claude Opus 4.7 measured |
| τ²-Bench Telecom | Not measured | 88.6% | Only Claude Opus 4.7 measured |
| APEX-Agents | Not measured | 49.2% | Only Claude Opus 4.7 measured |
| METR time horizons | 66.8% | Not measured | Only Claude Opus 4.1 measured |
| GDPval | 43.6% | Not measured | Only Claude Opus 4.1 measured |
| OSWorld 2.0 | Not measured | 18.2% | Only Claude Opus 4.7 measured |
| DeepResearch Bench | 48.3% | Not measured | Only Claude Opus 4.1 measured |
| PostTrainBench | Not measured | 28.6% | Only Claude Opus 4.7 measured |
| Vending-Bench 2 | Not measured | $10,937 | Only Claude Opus 4.7 measured |
| LMArena Search | Not measured | 1230 | Only Claude Opus 4.7 measured |
| MCP Atlas | Not measured | 79.1% | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 27 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index09
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| GPQA Diamond | 76.3% | 90.2% | Claude Opus 4.7 |
| MMMU Pro (Vals AI) | 77.5% | 85.5% | Claude Opus 4.7 |
| GPQA Diamond (Artificial Analysis run) | Not measured | 91.4% | Only Claude Opus 4.7 measured |
| Humanity's Last Exam (Artificial Analysis run) | Not measured | 42.3% | Only Claude Opus 4.7 measured |
| GPQA Diamond (Epoch AI run) | 77.3% | 90.2% | Claude Opus 4.7 |
| ARC-AGI | Not measured | 93.5% | Only Claude Opus 4.7 measured |
| ARC-AGI-2 | Not measured | 75.8% | Only Claude Opus 4.7 measured |
| SimpleBench | 60.0% | 61.7% | Claude Opus 4.7 |
| Chess puzzles | Not measured | 41.0% | Only Claude Opus 4.7 measured |
| Mystery game puzzles | 21.0% | 28.0% | Claude Opus 4.7 |
| EBR-bench | 7.9% | 19.0% | Claude Opus 4.7 |
| VPCT | 35.0% | Not measured | Only Claude Opus 4.1 measured |
| LMArena Text: hard prompts | 1442 | 1506 | Claude Opus 4.7 |
| LMArena Text: expert | 1438 | 1521 | Claude Opus 4.7 |
| LMArena Text: hard prompts in English | 1451 | 1508 | Claude Opus 4.7 |
| LMArena Vision: diagrams | Not measured | 1336 | Only Claude Opus 4.7 measured |
| LMArena Vision: homework | Not measured | 1337 | Only Claude Opus 4.7 measured |
| Kagi LLM Benchmark | Not measured | 80.7% | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 5 boards here | |||
MathLike-for-likePublic boards, shown as published, kept out of the index06
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| AIME | 78.2% | 96.3% | Claude Opus 4.7 |
| MATH 500 (Vals AI) | 95.4% | Not measured | Only Claude Opus 4.1 measured |
| MGSM (Vals AI) | 94.4% | Not measured | Only Claude Opus 4.1 measured |
| OTIS Mock AIME | 68.9% | 97.8% | Claude Opus 4.7 |
| FrontierMath, tiers 1 to 3 | 12.6% | 70.2% | Claude Opus 4.7 |
| FrontierMath, tier 4 | 2.4% | 31.7% | Claude Opus 4.7 |
| ProofBench | Not measured | 54.0% | Only Claude Opus 4.7 measured |
| LMArena Text: math | 1431 | 1498 | Claude Opus 4.7 |
| LMArena Text: mathematical work | 1434 | 1509 | Claude Opus 4.7 |
| MathArena | Not measured | 20.4% | Only Claude Opus 4.7 measured |
| Neither model has a result on the other 4 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index010
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| MMLU Pro | 87.9% | 89.9% | Claude Opus 4.7 |
| LegalBench (Vals AI) | 83.5% | 85.3% | Claude Opus 4.7 |
| CaseLaw (Vals AI) | Not measured | 68.4% | Only Claude Opus 4.7 measured |
| CorpFin (Vals AI) | Not measured | 66.1% | Only Claude Opus 4.7 measured |
| TaxEval (Vals AI) | 73.7% | 75.3% | Claude Opus 4.7 |
| MortgageTax (Vals AI) | 61.1% | 70.3% | Claude Opus 4.7 |
| MedQA (Vals AI) | 93.6% | Not measured | Only Claude Opus 4.1 measured |
| MedCode (Vals AI) | 47.2% | 54.9% | Claude Opus 4.7 |
| SimpleQA Verified | Not measured | 51.7% | Only Claude Opus 4.7 measured |
| LMArena Text: science | 1422 | 1508 | Claude Opus 4.7 |
| LMArena Text: medicine and healthcare | 1416 | 1495 | Claude Opus 4.7 |
| LMArena Text: legal and government | 1421 | 1504 | Claude Opus 4.7 |
| LMArena Text: business and finance | 1406 | 1490 | Claude Opus 4.7 |
| FACTS Benchmark Suite | 40.4% | 45.5% | Claude Opus 4.7 |
| PRBench Finance | 35.2% | Not measured | Only Claude Opus 4.1 measured |
| PRBench Legal | 34.0% | Not measured | Only Claude Opus 4.1 measured |
| Neither model has a result on the other 4 boards here | |||
Web designDirectional onlyPublic boards, shown as published, kept out of the index8 boards, none shared
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| Design Arena: websites | 1176 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: UI components | 1162 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: game dev | 1171 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: data viz | 1166 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: 3D | 1152 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: all code categories | 1170 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: SVG | 1151 | Not measured | Only Claude Opus 4.1 measured |
| Design Arena: ASCII art | 1167 | Not measured | Only Claude Opus 4.1 measured |
| Neither model has a result on the other 1 board here | |||
GeneralLike-for-likePublic boards, shown as published, kept out of the index021
| Benchmark | Claude Opus 4.1 | Claude Opus 4.7 | Leader |
|---|---|---|---|
| SAGE (Vals AI) | 31.4% | 56.1% | Claude Opus 4.7 |
| MedScribe (Vals AI) | 73.9% | 83.0% | Claude Opus 4.7 |
| Vals Multimodal Index | Not measured | 67.4% | Only Claude Opus 4.7 measured |
| IFBench | Not measured | 58.6% | Only Claude Opus 4.7 measured |
| Long context reasoning (AA-LCR) | Not measured | 78.7% | Only Claude Opus 4.7 measured |
| DTBench | 80.0% | 94.7% | Claude Opus 4.7 |
| LMCA | 37.1% | 52.2% | Claude Opus 4.7 |
| Creative writing (Lech Mazur) | 84.7% | Not measured | Only Claude Opus 4.1 measured |
| Furniture assembly | Not measured | 33.3% | Only Claude Opus 4.7 measured |
| ExploitBench | Not measured | 26.5% | Only Claude Opus 4.7 measured |
| LMArena Text | 1419 | 1490 | Claude Opus 4.7 |
| LMArena Text: instruction following | 1435 | 1498 | Claude Opus 4.7 |
| LMArena Text: creative writing | 1412 | 1486 | Claude Opus 4.7 |
| LMArena Vision | Not measured | 1317 | Only Claude Opus 4.7 measured |
| LMArena Text: English | 1433 | 1496 | Claude Opus 4.7 |
| LMArena Text: non-English | 1405 | 1480 | Claude Opus 4.7 |
| LMArena Text: Chinese | 1427 | 1531 | Claude Opus 4.7 |
| LMArena Text: German | 1413 | 1495 | Claude Opus 4.7 |
| LMArena Text: Japanese | 1377 | 1474 | Claude Opus 4.7 |
| LMArena Text: Korean | 1381 | 1464 | Claude Opus 4.7 |
| LMArena Text: French | 1433 | 1503 | Claude Opus 4.7 |
| LMArena Text: Spanish | 1448 | 1494 | Claude Opus 4.7 |
| LMArena Text: Russian | 1422 | 1494 | Claude Opus 4.7 |
| LMArena Text: Polish | 1413 | 1489 | Claude Opus 4.7 |
| LMArena Text: multi-turn | 1444 | 1505 | Claude Opus 4.7 |
| LMArena Text: longer queries | 1455 | 1505 | Claude Opus 4.7 |
| LMArena Text: writing and language | 1418 | 1492 | Claude Opus 4.7 |
| LMArena Text: entertainment and media | 1398 | 1474 | Claude Opus 4.7 |
| LMArena Vision: English | Not measured | 1322 | Only Claude Opus 4.7 measured |
| LMArena Vision: Chinese | Not measured | 1371 | Only Claude Opus 4.7 measured |
| LMArena Vision: reading text | Not measured | 1327 | Only Claude Opus 4.7 measured |
| LMArena Vision: humor | Not measured | 1309 | Only Claude Opus 4.7 measured |
| LMArena Vision: recognizing things | Not measured | 1278 | Only Claude Opus 4.7 measured |
| LMArena Vision: creative writing | Not measured | 1326 | Only Claude Opus 4.7 measured |
| LMArena Document | Not measured | 1495 | Only Claude Opus 4.7 measured |
| MultiChallenge | 57.2% | Not measured | Only Claude Opus 4.1 measured |
| EQ-Bench 4 | Not measured | 1311 | Only Claude Opus 4.7 measured |
| 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 Opus 4.1 | Claude Opus 4.7 | 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 Opus 4.7 costs less
Repository review
50K input + 3K output tokens
Claude Opus 4.7 costs less
Agent loop
200K input + 10K output tokens
Claude Opus 4.7 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 Opus 4.1 | Anthropic Claude Opus 4.7 |
|---|---|---|
| Maker | Anthropic | Anthropic |
| Weights | No public weights listed | No public weights listed |
| Released | August 5, 2025 | April 16, 2026 |
| Context window | 200K | 1M |
| Input $/Mtok | $15.00 | $5.00 |
| Output $/Mtok | $75.00 | $25.00 |
| Coding index | Not benchmarked | 67.5 |
| Independent measurements behind it | 1 | 4 |
| Cost per solved task | Not computable | $2.95 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Opus 4.1 better than Claude Opus 4.7 for coding?
Only Claude Opus 4.7 has a coding score, 67.5 on the Vibe Coding Index; Claude Opus 4.1 has none, so the two cannot be ranked on coding. Compare them on price, context and the boards below.
Which is cheaper, Claude Opus 4.1 or Claude Opus 4.7?
Claude Opus 4.1 costs $15.00 per million input tokens and $75.00 per million output tokens; Claude Opus 4.7 costs $5.00 and $25.00. Cost per solved task is known for Claude Opus 4.7 only.
Which has the bigger context window, Claude Opus 4.1 or Claude Opus 4.7?
Claude Opus 4.7, with 1M tokens against 200K.
How many benchmarks is the Claude Opus 4.1 vs Claude Opus 4.7 comparison based on?
55 benchmarks have a result for both models as of October 22, 2026. Claude Opus 4.1's coding index rests on 1 independent benchmark and Claude Opus 4.7's on 4. Where only one model has a result, the page says so instead of naming a winner.