Claude Sonnet 4.6 vs Kimi K2.7 Code
Claude Sonnet 4.6 leads Kimi K2.7 Code on coding, 57.3 to 53.4 on the Vibe Coding Index, and Kimi K2.7 Code costs 3.8x less per output token ($4.00 vs $15.00 per million). Updated October 22, 2026; 44 benchmarks have a result for both.
Claude Sonnet 4.6 or Kimi K2.7 Code: which to pick
Pick Claude Sonnet 4.6 for coding: it scores 57.3 on the Vibe Coding Index against 53.4 for Kimi K2.7 Code.
Pick Kimi K2.7 Code for output tokens 3.8x cheaper ($4.00 vs $15.00 per million) and a lower cost per solved task ($0.35 against $1.68).
- Shared results
- 44
- Claude Sonnet 4.6 only
- 74
- Kimi K2.7 Code only
- 7
- Like-for-like categories
- 8 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
Claude Sonnet 4.6
Claude Sonnet 4.6 scores 57.3 against 53.4.
5 and 4 benchmarks behind the scores
Intelligence
AA Intelligence Index
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 30.1 against 25.8.
Same board, both measured
Agentic work
AA Agentic Index
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 31.8 against 21.0.
Same board, both measured
Reasoning
GPQA Diamond
No call
Only Claude Sonnet 4.6 has a GPQA Diamond result, 85.6%.
Directional only
Math
AIME
No call
Only Claude Sonnet 4.6 has a AIME result, 92.3%.
Directional only
Knowledge
MMLU Pro
No call
Only Claude Sonnet 4.6 has a MMLU Pro result, 87.3%.
Directional only
Web design
Design Arena: websites
Claude Sonnet 4.6
Claude Sonnet 4.6 leads, 1284 against 1263.
Same board, both measured
Long documents
Listed context window
Claude Sonnet 4.6
Claude Sonnet 4.6 takes 1M tokens against 262K.
Listed by OpenRouter
Everyday cost
1K input + 500 output tokens
Kimi K2.7 Code
Claude Sonnet 4.6 $0.011, Kimi K2.7 Code $0.0029 per turn.
List prices
Cost per solved task
One SWE-bench Verified task, solved
Kimi K2.7 Code
Claude Sonnet 4.6 $1.68, Kimi K2.7 Code $0.35.
Published attempt cost and pass rate
At a glance
- Coding index
- Claude Sonnet 4.6 57.3 from 5 benchmarks, Kimi K2.7 Code 53.4 from 4 benchmarks.
- Widest category
- Math, 9.8 points apart on average over 1 shared benchmark.
- Widest single gap
- Code migration (Vals AI): Claude Sonnet 4.6 39.9% against Kimi K2.7 Code 25.4%, 14.5 points apart on a 0 to 100 scale.
- Output price
- Claude Sonnet 4.6 $15.00 against Kimi K2.7 Code $4.00 per million output tokens, 3.8x apart.
- Context window
- Claude Sonnet 4.6 takes 1M tokens, Kimi K2.7 Code 262K.
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 4.6 | Bars | Kimi K2.7 Code | Ties |
|---|---|---|---|---|
| Coding | 12 | 4 | ||
| Intelligence | 2 | 0 | ||
| Agentic work | 9 | 1 | ||
| Reasoning | 1 | 3 | ||
| Math | 0 | 1 | ||
| Knowledge | 0 | 1 | ||
| Web design | 7 | 1 | ||
| General | 1 | 1 | ||
| All shared boards | 32 | 12 |
CodingLike-for-likeSix of these boards feed the Vibe Coding Index124
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| LiveBench coding | 66.6% | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena WebDev | 1523 | 1474 | Claude Sonnet 4.6 |
| AA Coding Index | 63.0 | 60.8 | Claude Sonnet 4.6 |
| LiveCodeBench (Vals AI) | 82.1% | 82.0% | Claude Sonnet 4.6 |
| SWE-bench Verified (Vals AI) | 77.4% | 78.2% | Kimi K2.7 Code |
| Vibe Code Bench (Vals AI) | 55.8% | 47.2% | Claude Sonnet 4.6 |
| Code migration (Vals AI) | 39.9% | 25.4% | Claude Sonnet 4.6 |
| ProgramBench (Vals AI) | 0.5% | 0.0% | Claude Sonnet 4.6 |
| Terminal-Bench 2.1 (Vals AI) | 57.3% | 67.0% | Kimi K2.7 Code |
| SkillsBench (Vals AI) | 49.0% | 50.0% | Kimi K2.7 Code |
| SciCode | 50.1% | 47.8% | Claude Sonnet 4.6 |
| Terminal-Bench Hard (Artificial Analysis run) | 53.0% | 44.7% | Claude Sonnet 4.6 |
| Terminal-Bench | 53.4% | Not measured | Only Claude Sonnet 4.6 measured |
| FrontierCode | 24.3% | 30.1% | Kimi K2.7 Code |
| WeirdML | 66.1% | 54.1% | Claude Sonnet 4.6 |
| ALE-Bench | Not measured | 886.2 | Only Kimi K2.7 Code measured |
| LMArena Text: coding | 1503 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: software and IT | 1491 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena WebDev: React | 1512 | 1475 | Claude Sonnet 4.6 |
| LMArena WebDev: HTML | 1527 | 1451 | Claude Sonnet 4.6 |
| LMArena WebDev: from an image | 1529 | 1513 | Claude Sonnet 4.6 |
| Neither model has a result on the other 18 boards here | |||
IntelligenceLike-for-likePublic boards, shown as published, kept out of the index20
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| AA Intelligence Index | 30.1 | 25.8 | Claude Sonnet 4.6 |
| Epoch Capabilities Index | 152.8 | 150.1 | Claude Sonnet 4.6 |
Agentic workLike-for-likePublic boards, shown as published, kept out of the index91
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| AA Agentic Index | 31.8 | 21.0 | Claude Sonnet 4.6 |
| Design Arena: agents building web apps | 1190 | 1176 | Claude Sonnet 4.6 |
| Design Arena: agents building full-stack apps | 1213 | 1175 | Claude Sonnet 4.6 |
| Design Arena: agents building mobile apps | 1212 | 1143 | Claude Sonnet 4.6 |
| Design Arena: agents building Android apps | 1197 | 1138 | Claude Sonnet 4.6 |
| Design Arena: agents building Godot games | 1226 | 1147 | Claude Sonnet 4.6 |
| Design Arena: agents building games | 1177 | 1130 | Claude Sonnet 4.6 |
| Design Arena: HTML slides | Not measured | 1151 | Only Kimi K2.7 Code measured |
| Design Arena: PowerPoint slides | Not measured | 1129 | Only Kimi K2.7 Code measured |
| LiveBench research | 63.6% | Not measured | Only Claude Sonnet 4.6 measured |
| LiveBench browser | 68.0% | Not measured | Only Claude Sonnet 4.6 measured |
| LiveBench long agentic | 23.1% | Not measured | Only Claude Sonnet 4.6 measured |
| Finance Agent (Vals AI) | 51.0% | Not measured | Only Claude Sonnet 4.6 measured |
| Tax Agent Bench (Vals AI) | 25.8% | Not measured | Only Claude Sonnet 4.6 measured |
| Legal Research Bench (Vals AI) | 38.5% | Not measured | Only Claude Sonnet 4.6 measured |
| Excel Modeling Benchmark (Vals AI) | 60.2% | Not measured | Only Claude Sonnet 4.6 measured |
| τ²-Bench Telecom | 79.5% | 90.1% | Kimi K2.7 Code |
| APEX-Agents | 43.0% | 37.6% | Claude Sonnet 4.6 |
| OSWorld 2.0 | 9.3% | Not measured | Only Claude Sonnet 4.6 measured |
| DeepResearch Bench | 54.9% | Not measured | Only Claude Sonnet 4.6 measured |
| OSWorld | 72.1% | Not measured | Only Claude Sonnet 4.6 measured |
| Vending-Bench 2 | $7,204 | $5,083 | Claude Sonnet 4.6 |
| Neither model has a result on the other 19 boards here | |||
ReasoningLike-for-likePublic boards, shown as published, kept out of the index13
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| GPQA Diamond | 85.6% | Not measured | Only Claude Sonnet 4.6 measured |
| LiveBench reasoning | 86.4% | Not measured | Only Claude Sonnet 4.6 measured |
| MMMU Pro (Vals AI) | 83.6% | Not measured | Only Claude Sonnet 4.6 measured |
| GPQA Diamond (Artificial Analysis run) | 87.5% | 89.6% | Kimi K2.7 Code |
| Humanity's Last Exam (Artificial Analysis run) | 33.6% | 35.0% | Kimi K2.7 Code |
| GPQA Diamond (Epoch AI run) | 87.4% | 87.9% | Kimi K2.7 Code |
| ARC-AGI | 86.5% | Not measured | Only Claude Sonnet 4.6 measured |
| ARC-AGI-2 | 60.4% | Not measured | Only Claude Sonnet 4.6 measured |
| SimpleBench | Not measured | 57.9% | Only Kimi K2.7 Code measured |
| Chess puzzles | 23.0% | 14.0% | Claude Sonnet 4.6 |
| Mystery game puzzles | 16.0% | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: hard prompts | 1485 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: expert | 1500 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: hard prompts in English | 1493 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: diagrams | 1306 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: homework | 1311 | Not measured | 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 index01
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| AIME | 92.3% | Not measured | Only Claude Sonnet 4.6 measured |
| OTIS Mock AIME | 85.8% | 95.6% | Kimi K2.7 Code |
| FrontierMath, tiers 1 to 3 | Not measured | 54.0% | Only Kimi K2.7 Code measured |
| FrontierMath, tier 4 | Not measured | 12.2% | Only Kimi K2.7 Code measured |
| ProofBench | 45.0% | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: math | 1462 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: mathematical work | 1483 | Not measured | Only Claude Sonnet 4.6 measured |
| Neither model has a result on the other 6 boards here | |||
KnowledgeLike-for-likePublic boards, shown as published, kept out of the index01
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| MMLU Pro | 87.3% | Not measured | Only Claude Sonnet 4.6 measured |
| LegalBench (Vals AI) | 82.1% | Not measured | Only Claude Sonnet 4.6 measured |
| CaseLaw (Vals AI) | 64.0% | Not measured | Only Claude Sonnet 4.6 measured |
| CorpFin (Vals AI) | 65.3% | Not measured | Only Claude Sonnet 4.6 measured |
| TaxEval (Vals AI) | 77.1% | Not measured | Only Claude Sonnet 4.6 measured |
| MortgageTax (Vals AI) | 67.7% | Not measured | Only Claude Sonnet 4.6 measured |
| MedQA (Vals AI) | 92.1% | Not measured | Only Claude Sonnet 4.6 measured |
| SimpleQA Verified | 35.5% | 36.5% | Kimi K2.7 Code |
| LMArena Text: science | 1474 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: medicine and healthcare | 1451 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: legal and government | 1470 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: business and finance | 1464 | Not measured | Only Claude Sonnet 4.6 measured |
| FACTS Benchmark Suite | 37.0% | Not measured | Only Claude Sonnet 4.6 measured |
| Neither model has a result on the other 5 boards here | |||
Web designLike-for-likePublic boards, shown as published, kept out of the index71
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| Design Arena: websites | 1284 | 1263 | Claude Sonnet 4.6 |
| Design Arena: UI components | 1269 | 1255 | Claude Sonnet 4.6 |
| Design Arena: game dev | 1258 | 1220 | Claude Sonnet 4.6 |
| Design Arena: data viz | 1278 | 1227 | Claude Sonnet 4.6 |
| Design Arena: 3D | 1234 | 1240 | Kimi K2.7 Code |
| Design Arena: all code categories | 1275 | 1252 | Claude Sonnet 4.6 |
| Design Arena: SVG | 1196 | 1176 | Claude Sonnet 4.6 |
| Design Arena: ASCII art | 1235 | 1196 | Claude Sonnet 4.6 |
| LiveBench design | 71.8% | Not measured | Only Claude Sonnet 4.6 measured |
GeneralLike-for-likePublic boards, shown as published, kept out of the index11
| Benchmark | Claude Sonnet 4.6 | Kimi K2.7 Code | Leader |
|---|---|---|---|
| LiveBench data analysis | 76.1% | Not measured | Only Claude Sonnet 4.6 measured |
| Public Benefits Bench (Vals AI) | 62.5% | Not measured | Only Claude Sonnet 4.6 measured |
| SAGE (Vals AI) | 46.6% | Not measured | Only Claude Sonnet 4.6 measured |
| Vals Multimodal Index | 60.6% | Not measured | Only Claude Sonnet 4.6 measured |
| IFBench | 56.6% | 63.1% | Kimi K2.7 Code |
| Long context reasoning (AA-LCR) | 80.0% | 79.3% | Claude Sonnet 4.6 |
| DTBench | 89.9% | Not measured | Only Claude Sonnet 4.6 measured |
| LMCA | 46.5% | Not measured | Only Claude Sonnet 4.6 measured |
| Surface Evolver Bench | Not measured | 48.8% | Only Kimi K2.7 Code measured |
| ExploitBench | 23.6% | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text | 1458 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: instruction following | 1476 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: creative writing | 1435 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision | 1283 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: English | 1472 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: non-English | 1440 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: Chinese | 1491 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: German | 1428 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: Japanese | 1420 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: Korean | 1410 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: French | 1465 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: Spanish | 1464 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: Russian | 1440 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: Polish | 1443 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: multi-turn | 1464 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: longer queries | 1479 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: writing and language | 1444 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Text: entertainment and media | 1431 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: English | 1298 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: Chinese | 1307 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: reading text | 1296 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: humor | 1248 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: recognizing things | 1195 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Vision: creative writing | 1272 | Not measured | Only Claude Sonnet 4.6 measured |
| LMArena Document | 1482 | Not measured | Only Claude Sonnet 4.6 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 Sonnet 4.6 | Kimi K2.7 Code | 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
Kimi K2.7 Code costs less
Repository review
50K input + 3K output tokens
Kimi K2.7 Code costs less
Agent loop
200K input + 10K output tokens
Kimi K2.7 Code 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 4.6 | MoonshotAI Kimi K2.7 Code |
|---|---|---|
| Maker | Anthropic | Moonshot AI |
| Weights | No public weights listed | Open weights |
| Released | February 17, 2026 | June 12, 2026 |
| Context window | 1M | 262K |
| Input $/Mtok | $3.00 | $0.95 |
| Output $/Mtok | $15.00 | $4.00 |
| Coding index | 57.3 | 53.4 |
| Independent measurements behind it | 5 | 4 |
| Cost per solved task | $1.68 | $0.35 |
| Source | OpenRouter listing | OpenRouter listing |
Questions
Is Claude Sonnet 4.6 better than Kimi K2.7 Code for coding?
Pick Claude Sonnet 4.6 for coding: it scores 57.3 on the Vibe Coding Index against 53.4 for Kimi K2.7 Code. Pick Kimi K2.7 Code for output tokens 3.8x cheaper ($4.00 vs $15.00 per million) and a lower cost per solved task ($0.35 against $1.68).
Which is cheaper, Claude Sonnet 4.6 or Kimi K2.7 Code?
Claude Sonnet 4.6 costs $3.00 per million input tokens and $15.00 per million output tokens; Kimi K2.7 Code costs $0.95 and $4.00. Per solved SWE-bench Verified task, Claude Sonnet 4.6 costs $1.68 and Kimi K2.7 Code $0.35.
Which has the bigger context window, Claude Sonnet 4.6 or Kimi K2.7 Code?
Claude Sonnet 4.6, with 1M tokens against 262K.
How many benchmarks is the Claude Sonnet 4.6 vs Kimi K2.7 Code comparison based on?
44 benchmarks have a result for both models as of October 22, 2026. Claude Sonnet 4.6's coding index rests on 5 independent benchmarks and Kimi K2.7 Code's on 4. Where only one model has a result, the page says so instead of naming a winner.