Side-by-side model data
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Compare models
Align pricing, capabilities, performance, and published benchmark results without hiding missing data.
Model comparison matrix
| Metric |
anthropic/claude-opus-4.7
|
moonshotai/kimi-k2.7-code
|
google/gemini-3-flash-preview
|
|---|---|---|---|
| Overview | |||
| Creator | Anthropic | Moonshot AI | |
| Context window | 1M | 262.144K | 1.04858M |
| Input modalities | |||
| Output modalities | |||
| Released | Not reported | 2026-06-12 | 2025-12-17 |
| Knowledge cutoff | Not disclosed | 2025-01 | 2025-01 |
| Open source | Not reported | Yes | Not reported |
| Verification | Source-linkedMedium confidence | Source-linkedMedium confidence | Source-linkedMedium confidence |
| Inference providers | Anthropic | Moonshot AIaiandaihubmixaki-ioalibaba-token-planalibaba-token-plan-cnambientbasetencline-passcloudflare-workers-aicortecscrofcrossmodeldatabricksdeepinfraempiriolabsfireworks-aigithub-copilotgreenpthpc-aihuggingfacehyperinceptronkenarikimi-for-codingllmgatewaymerge-gatewaymoonshotai-cnnebiusneuralwattnovita-aiopencodeopencode-goopenrouterpioneerrouting-runsynthetictogetheraiumans-aiumans-ai-coding-planvenicevercelwandbzenmux | Googleabacusaihubmixanyapicrossmodeldatabricksfrogbotgithub-copilotgoogle-vertexkilollmgatewaymerge-gatewaynano-gptneonopenrouterorcarouterperplexity-agentpioneerqihang-airequestyzenmux |
| Pricing | |||
| Input | $5 / 1M tokens | $0.95 / 1M tokens | $0.5 / 1M tokens Lowest |
| Output | $25 / 1M tokens | $4 / 1M tokens | $3 / 1M tokens Lowest |
| Cache read | $0.5 / 1M tokens | $0.19 / 1M tokens | $0.05 / 1M tokens |
| Cache write | $6.25 / 1M tokens | Not listed | Not listed |
| Capabilities | |||
| Reasoning | Not reported | Yes | Yes |
| Tool use | Not reported | Yes | Yes |
| Structured output | Not reported | Not reported | Yes |
| Attachments | Not reported | Yes | Yes |
| Vision | Yes | Yes | Yes |
| Provider offers | Not listed | 46listed endpoints | 21listed endpoints |
| Performance | |||
| Maximum output | 128K | 262.144K | 65.536K |
| Throughput | Not reported | Not reported | Not reported |
| Benchmarks | |||
| Agentic Indexindex - Unversioned | 44.4 | 29.6 | Not available |
| Coding Indexindex - Unversioned | 73.6 | 60.8 | Not available |
| Design Arena: 3delo - Unversioned | 1305.0 | 1300.0 | 1241.0 |
| Design Arena: agenticgamedevelo - Unversioned | 1254.0 | 1138.0 | Not available |
| Design Arena: agentichtmlslideselo - Unversioned | 1243.0 | Not available | Not available |
| Design Arena: agenticslideselo - Unversioned | 1334.0 | Not available | 1073.0 |
| Design Arena: agenticslides(html)elo - Unversioned | 1242.0 | Not available | Not available |
| Design Arena: agenticslides(python-pptx)elo - Unversioned | 1331.0 | Not available | 1075.0 |
| Design Arena: androidnativeelo - Unversioned | 1249.0 | 1249.0 | 1036.0 |
| Design Arena: asciiartelo - Unversioned | 1324.0 | 1240.0 | Not available |
| Design Arena: codecategorieselo - Unversioned | 1318.0 | 1292.0 | 1220.0 |
| Design Arena: datavizelo - Unversioned | 1310.0 | 1256.0 | Not available |
| Design Arena: fullstackelo - Unversioned | 1503.0 | 1216.0 | 1102.0 |
| Design Arena: gamedevelo - Unversioned | 1333.0 | 1270.0 | 1222.0 |
| Design Arena: godotgamedevelo - Unversioned | 1270.0 | 1190.0 | 1161.0 |
| Design Arena: htmlslideselo - Unversioned | 1244.0 | 1228.0 | Not available |
| Design Arena: mobileappselo - Unversioned | Not available | 1214.0 | 1173.0 |
| Design Arena: pptxslideselo - Unversioned | 1333.0 | Not available | Not available |
| Design Arena: python-pptxslideselo - Unversioned | 1336.0 | 1148.0 | 1014.0 |
| Design Arena: svgelo - Unversioned | 1273.0 | 1222.0 | Not available |
| Design Arena: uicomponentelo - Unversioned | 1339.0 | 1296.0 | Not available |
| Design Arena: webappselo - Unversioned | 1303.0 | 1229.0 | 1167.0 |
| Design Arena: websiteelo - Unversioned | 1320.0 | 1302.0 | 1221.0 |
| Intelligence Indexindex - Unversioned | 53.5 | 41.9 | Not available |
| Kimi Claw 24/7 Benchscore - Unversioned - Kimi Code CLI | Not available | 46.9 | Not available |
| Kimi Code Benchscore - v2 - Kimi Code CLI | Not available | 62.0 | Not available |
| MCP Atlassuccess rate - Unversioned - Kimi Code CLI | Not available | 76.0 | Not available |
| MCP Mark Verifiedsuccess rate - Unversioned - Kimi Code CLI | Not available | 81.1 | Not available |
| MLS Bench Litescore - Unversioned - Kimi Code CLI | Not available | 35.1 | Not available |
| Program Benchscore - Unversioned - Kimi Code CLI | Not available | 53.6 | Not available |
| SWE-Atlas Codebase QnAscore - Unversioned - Mini-SWE-Agent | Not available | Not available | 8.2 |
| SWE-Atlas Refactoringscore - Unversioned - Mini-SWE-Agent | Not available | Not available | 10.0 |
| SWE-Atlas Test Writingscore - Unversioned - Mini-SWE-Agent | Not available | Not available | 30.3 |
| SWE-Bench Proresolve rate - Unversioned | Not available | Not available | 34.6 |
