AI model benchmark tracker.
A sortable view of frontier model performance across public Arena evals, with space for independent intelligence, cost, and coding benchmarks as the data layer expands.
Models tracked
Arena views
Labs covered
SWE-bench matches
Current leader
Gemini 4 Argon
Text Arena
Code Arena
Vision Arena
Not listed
SWE-bench
208 models shown
Arena and SWE-bench scores are higher-is-better. Latency and price are lower-is-better.
| Model info | Arena benchmarks | Cost and speed | Coding eval | Freshness | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Rank | Latest | ||||||||||||
| #1 | Gemini 4 Argon Gemini 4 Argon (High) FrontierReasoning+1 | Proprietary | 1524#1 1515-1533 CI 4,904 votes | 1678#9 1663-1694 CI 1,773 votes | Not listed | Not listed | Not listed | $4.00 blended / 1M $2.00 in / $10.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 | |
| #2 | Muse Wonder Muse Wonder (Max) FrontierCoding | Meta | Proprietary | 1509#2 1498-1519 CI 3,247 votes | 1650#16 1636-1664 CI 2,158 votes | Not listed | Not listed | Not listed | $8.00 blended / 1M $4.00 in / $20.00 out | 35.1s time to first token Artificial Analysis | 153 output tok/sec median | Not listed | Oct 18, 2026 |
| #3 | Claude Opus 5.5 Claude Opus 5.5 (High) FrontierReasoning+1 | Anthropic | Proprietary | 1508#3 1501-1515 CI 8,300 votes | 1806#1 1792-1820 CI 2,870 votes | Not listed | Not listed | Not listed | $8.00 blended / 1M $4.00 in / $20.00 out | 6.88s time to first token Artificial Analysis | 76 output tok/sec median | Not listed | Oct 18, 2026 |
| #4 | Claude Fable 5 Claude Fable 5 (High) FrontierReasoning | Anthropic | Proprietary | 1504#4 1499-1508 CI 42,004 votes | 1624#22 1618-1631 CI 15,785 votes | Not listed | Not listed | 1499#1 1491-1507 CI 8,497 votes | $20.00 blended / 1M $10.00 in / $50.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #5 | Claude Fable 5.1 Claude Fable 5.1 (Max) FrontierCoding | Anthropic | Proprietary | 1502#6 1496-1508 CI 14,590 votes | 1742#5 1733-1751 CI 7,684 votes | Not listed | Not listed | Not listed | $20.00 blended / 1M $10.00 in / $50.00 out | 1.20s time to first token Artificial Analysis | 53 output tok/sec median | Not listed | Oct 18, 2026 |
| #6 | Claude Opus 4.6 Claude Opus 4.6 Frontier | Anthropic | Proprietary | 1497#8 1494-1500 CI 86,071 votes | 1537#47 1532-1543 CI 20,642 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #7 | Gemini 3.8 Flash Gemini 3.8 Flash (High) FrontierReasoning | Proprietary | 1496#9 1492-1501 CI 37,454 votes | 1586#33 1578-1593 CI 10,730 votes | Not listed | Not listed | Not listed | $1.50 blended / 1M $0.750 in / $3.75 out | Not listed | Not listed | Not listed | Oct 18, 2026 | |
| #8 | Muse Spark 1.3 Muse Spark 1.3 (Max) FrontierMultimodal | Meta | Proprietary | 1494#10 1489-1500 CI 17,561 votes | 1621#24 1613-1629 CI 8,632 votes | 1286#18 1276-1296 CI 4,077 votes | Not listed | Not listed | $2.00 blended / 1M $1.25 in / $4.25 out | 21.7s time to first token Artificial Analysis | 254 output tok/sec median | Not listed | Oct 18, 2026 |
| #9 | Claude Opus 4.7 Claude Opus 4.7 Frontier | Anthropic | Proprietary | 1494#11 1490-1497 CI 66,216 votes | 1556#40 1550-1561 CI 18,231 votes | Not listed | Not listed | Not listed | $10.00 blended / 1M $5.00 in / $25.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #10 | Muse Spark 1.2 Muse Spark 1.2 (xHigh) FrontierReasoning+1 | Meta | Proprietary | 1493#12 1486-1500 CI 8,248 votes | 1534#49 1520-1547 CI 2,162 votes | 1293#10 1279-1307 CI 1,954 votes | Not listed | Not listed | $2.00 blended / 1M $1.25 in / $4.25 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #11 | Muse Spark 1.1 Muse Spark 1.1 Frontier | Meta | Proprietary | 1490#13 1486-1494 CI 42,810 votes | 1543#43 1535-1550 CI 7,991 votes | 1280#28 1273-1287 CI 11,994 votes | Not listed | 1479#12 1471-1488 CI 4,885 votes | $2.00 blended / 1M $1.25 in / $4.25 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #12 | Claude Opus 5 Claude Opus 5 (High) FrontierReasoning+1 | Anthropic | Proprietary | 1490#15 1486-1494 CI 66,824 votes | 1658#14 1652-1663 CI 24,516 votes | Not listed | Not listed | Not listed | $10.00 blended / 1M $5.00 in / $25.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #13 | Muse Spark Muse Spark FrontierMultimodal | Meta | Proprietary | 1489#16 1483-1495 CI 14,150 votes | Not listed | 1294#9 1285-1303 CI 5,872 votes | Not listed | 1467#20 1449-1486 CI 1,084 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #14 | Gemini 3.7 Flash Gemini 3.7 Flash (High) FrontierReasoning | Proprietary | 1488#17 1483-1492 CI 27,232 votes | 1590#31 1583-1597 CI 12,488 votes | Not listed | Not listed | Not listed | $1.50 blended / 1M $0.750 in / $3.75 out | Not listed | Not listed | Not listed | Oct 18, 2026 | |
| #15 | Kimi K3 Kimi K3 (Max) FrontierCoding | Moonshot AI | Proprietary | 1487#18 1482-1492 CI 32,795 votes | 1655#15 1649-1661 CI 19,426 votes | Not listed | Not listed | Not listed | $6.00 blended / 1M $3.00 in / $15.00 out | 2.84s time to first token Artificial Analysis | 40 output tok/sec median | Not listed | Oct 18, 2026 |
| #16 | Gemini 3.1 Pro Preview Gemini 3.1 Pro Preview Frontier | Proprietary | 1487#19 1484-1490 CI 127,649 votes | 1447#74 1442-1452 CI 24,203 votes | 1280#29 1275-1285 CI 46,320 votes | Not listed | 1459#27 1454-1464 CI 49,457 votes | $4.50 blended / 1M $2.00 in / $12.00 out | 14.7s time to first token Artificial Analysis | 132 output tok/sec median | Not listed | Oct 18, 2026 | |
| #17 | Gemini 3 Pro Gemini 3 Pro FrontierMultimodal | Proprietary | 1485#20 1482-1489 CI 42,072 votes | 1440#76 1432-1449 CI 14,099 votes | 1289#13 1282-1297 CI 13,639 votes | Not listed | 1451#31 1442-1460 CI 10,769 votes | $4.50 blended / 1M $2.00 in / $12.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 | |
| #18 | GPT-5.6 Sol xHigh gpt-5.6-sol-xhigh FrontierReasoning+1 | OpenAI | Proprietary | 1485#21 1480-1489 CI 40,442 votes | Not listed | 1287#16 1280-1294 CI 10,907 votes | 1258#1 1251-1264 CI 60,437 votes | 1489#8 1480-1498 CI 4,818 votes | $8.00 blended / 1M $4.00 in / $20.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #19 | GPT-6.1 Sol Max gpt-6.1-sol-max FrontierMultimodal | OpenAI | Proprietary | 1484#22 1476-1492 CI 6,320 votes | Not listed | 1294#8 1280-1308 CI 1,813 votes | 1250#2 1241-1259 CI 5,555 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #20 | Gemini 3.6 Flash High gemini-3.6-flash-high FrontierReasoning | Proprietary | 1483#23 1478-1487 CI 36,122 votes | Not listed | 1281#26 1273-1289 CI 8,127 votes | Not listed | 1453#28 1443-1464 CI 2,975 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 | |
| #21 | Qwen3.8 Max qwen3.8-max FrontierCoding+1 | Alibaba | Proprietary | 1482#24 1477-1487 CI 27,766 votes | 1673#11 1661-1685 CI 3,431 votes | 1301#2 1293-1308 CI 10,017 votes | 1229#5 1216-1243 CI 1,870 votes | Not listed | $3.00 blended / 1M $2.00 in / $6.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #22 | Claude Opus 4.8 High claude-opus-4-8-high FrontierReasoning | Anthropic | Proprietary | 1481#25 1478-1485 CI 64,100 votes | Not listed | 1286#21 1279-1292 CI 18,341 votes | Not listed | 1486#9 1479-1493 CI 11,551 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #23 | GPT-5.5 High gpt-5.5-high Reasoning | OpenAI | Proprietary | 1481#26 1478-1485 CI 69,401 votes | Not listed | 1281#25 1275-1287 CI 26,281 votes | Not listed | 1480#11 1474-1487 CI 20,944 votes | $11.25 blended / 1M $5.00 in / $30.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #24 | MiMo V2.6 Pro mimo-v2.6-pro Open weights | Xiaomi | Open weights | 1479#27 1470-1489 CI 4,075 votes | 1626#21 1616-1635 CI 4,959 votes | 1246#59 1231-1261 CI 1,778 votes | Not listed | Not listed | $0.544 blended / 1M $0.435 in / $0.870 out | 2.81s time to first token Artificial Analysis | 44 output tok/sec median | Not listed | Oct 18, 2026 |
| #25 | GLM 5.3 Max glm-5.3-max Open weights | Z.ai | Open weights | 1479#28 1473-1484 CI 22,543 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #26 | Gemini 3.5 Flash High gemini-3.5-flash-high Reasoning | Proprietary | 1477#29 1474-1481 CI 48,486 votes | Not listed | 1284#24 1277-1291 CI 13,103 votes | Not listed | 1453#29 1444-1463 CI 4,061 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 | |
| #27 | GPT-6 Astra Max gpt-6-astra-max Multimodal | OpenAI | Proprietary | 1477#30 1471-1484 CI 12,163 votes | Not listed | 1286#19 1275-1297 CI 3,590 votes | 1246#3 1238-1254 CI 18,483 votes | 1473#17 1458-1487 CI 1,621 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #28 | GPT-5.5 gpt-5.5 Multimodal | OpenAI | Proprietary | 1477#31 1473-1480 CI 70,985 votes | 1456#72 1450-1462 CI 15,875 votes | 1286#20 1280-1292 CI 27,993 votes | Not listed | 1483#10 1476-1489 CI 21,279 votes | $11.25 blended / 1M $5.00 in / $30.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #29 | GLM 5.2 Max glm-5.2-max Open weights | Z.ai | Open weights | 1476#32 1472-1480 CI 49,820 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #30 | Gemini 3.5 Flash Medium gemini-3.5-flash-medium | Proprietary | 1476#33 1472-1480 CI 47,292 votes | Not listed | 1285#22 1278-1292 CI 13,180 votes | Not listed | 1461#25 1453-1468 CI 6,500 votes | $3.38 blended / 1M $1.50 in / $9.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 | |
| #31 | GPT-5.2 Chat Latest 20260210 gpt-5.2-chat-latest-20260210 | OpenAI | Proprietary | 1476#34 1472-1480 CI 35,999 votes | Not listed | 1278#32 1271-1284 CI 16,480 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #32 | GPT-5.4 High gpt-5.4-high Reasoning | OpenAI | Proprietary | 1475#35 1471-1479 CI 64,776 votes | Not listed | 1285#23 1279-1291 CI 29,881 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #33 | Claude Sonnet 5.5 xHigh claude-sonnet-5.5-xhigh Reasoning | Anthropic | Proprietary | 1475#36 1467-1483 CI 6,831 votes | Not listed | 1266#39 1252-1280 CI 2,068 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #34 | Grok 4.20 Beta 1 grok-4.20-beta1 | xAI | Proprietary | 1475#37 1470-1479 CI 27,908 votes | Not listed | Not listed | 1199#19 1193-1205 CI 57,049 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #35 | DeepSeek V4.1 Flash Max deepseek-v4.1-flash-max Open weights | DeepSeek | Open weights | 1475#38 1468-1481 CI 12,793 votes | Not listed | 1260#46 1249-1271 CI 3,559 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #36 | Qwen3.7 Max Preview qwen3.7-max-preview | Alibaba | Proprietary | 1474#39 1465-1484 CI 3,934 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #37 | Claude Opus 4.8 claude-opus-4-8 | Anthropic | Proprietary | 1474#40 1470-1478 CI 65,172 votes | Not listed | 1279#30 1272-1285 CI 18,852 votes | 1195#22 1190-1201 CI 106,304 votes | 1475#16 1468-1482 CI 12,128 votes | $10.00 blended / 1M $5.00 in / $25.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #38 | GLM 5.3 Flash glm-5.3-flash Open weights | Z.ai | Open weights | 1474#41 1469-1479 CI 32,925 votes | 1607#28 1600-1613 CI 18,002 votes | 1273#35 1266-1280 CI 11,157 votes | Not listed | Not listed | $0.237 blended / 1M $0.150 in / $0.500 out | 2.13s time to first token Artificial Analysis | 79 output tok/sec median | Not listed | Oct 18, 2026 |
| #39 | Claude Opus 4.5 20251101 High 32K claude-opus-4-5-20251101-high-32k Reasoning | Anthropic | Proprietary | 1474#42 1470-1477 CI 37,509 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #40 | GPT-5.5 Instant gpt-5.5-instant | OpenAI | Proprietary | 1473#43 1468-1478 CI 27,158 votes | Not listed | 1276#33 1267-1284 CI 7,603 votes | Not listed | 1460#26 1452-1469 CI 8,497 votes | $11.25 blended / 1M $5.00 in / $30.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #41 | Claude Sonnet 4.6 claude-sonnet-4-6 | Anthropic | Proprietary | 1472#45 1469-1476 CI 70,931 votes | Not listed | 1275#34 1269-1281 CI 27,422 votes | Not listed | 1478#13 1472-1484 CI 57,813 votes | $6.00 blended / 1M $3.00 in / $15.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #42 | Grok 4.20 Beta 0309 Reasoning grok-4.20-beta-0309-reasoning Reasoning | xAI | Proprietary | 1472#46 1468-1475 CI 66,436 votes | Not listed | 1256#50 1249-1262 CI 26,828 votes | Not listed | 1439#35 1432-1447 CI 20,948 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #43 | Grok 4.20 Multi Agent Beta 0309 grok-4.20-multi-agent-beta-0309 | xAI | Proprietary | 1470#47 1467-1474 CI 64,946 votes | Not listed | 1250#54 1244-1257 CI 24,543 votes | 1206#15 1201-1212 CI 126,238 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #44 | Claude Opus 4.5 20251101 claude-opus-4-5-20251101 | Anthropic | Proprietary | 1470#48 1466-1473 CI 72,899 votes | Not listed | Not listed | Not listed | 1465#21 1454-1475 CI 7,981 votes | $10.00 blended / 1M $5.00 in / $25.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #45 | MiMo V2.5 Pro mimo-v2.5-pro Open weights | Xiaomi | Open weights | 1467#49 1464-1471 CI 75,721 votes | 1481#66 1476-1486 CI 22,366 votes | Not listed | Not listed | Not listed | $0.544 blended / 1M $0.435 in / $0.870 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #46 | ERNIE 5.1 ernie-5.1 | Baidu | Proprietary | 1467#50 1462-1472 CI 39,468 votes | Not listed | Not listed | 1192#26 1183-1202 CI 4,024 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #47 | GPT-5.6 Terra xHigh gpt-5.6-terra-xhigh Reasoning | OpenAI | Proprietary | 1466#51 1462-1471 CI 43,271 votes | Not listed | 1268#38 1261-1275 CI 11,020 votes | Not listed | 1477#14 1468-1485 CI 5,787 votes | $4.50 blended / 1M $2.00 in / $12.00 out | 21.1s time to first token Artificial Analysis | 118 output tok/sec median | Not listed | Oct 15, 2026 |
| #48 | Grok 4.5 grok-4.5 | xAI | Proprietary | 1466#52 1461-1470 CI 39,896 votes | 1553#41 1546-1560 CI 11,086 votes | 1280#27 1273-1287 CI 11,764 votes | 1206#16 1200-1212 CI 76,458 votes | 1464#22 1456-1473 CI 4,965 votes | $3.00 blended / 1M $2.00 in / $6.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #49 | Grok 4.1 Thinking grok-4.1-thinking Reasoning | xAI | Proprietary | 1465#53 1462-1468 CI 66,509 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #50 | GLM 5.1 glm-5.1 Open weights | Z.ai | Open weights | 1465#54 1462-1469 CI 62,889 votes | 1508#58 1501-1515 CI 10,703 votes | Not listed | Not listed | Not listed | $2.14 blended / 1M $1.38 in / $4.40 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #51 | GPT-5.4 gpt-5.4 | OpenAI | Proprietary | 1465#55 1461-1468 CI 67,870 votes | 1401#93 1391-1412 CI 4,095 votes | 1279#31 1272-1285 CI 22,832 votes | Not listed | 1470#18 1464-1476 CI 33,331 votes | $5.63 blended / 1M $2.50 in / $15.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #52 | DeepSeek V4 Pro High 20260813 deepseek-v4-pro-high-20260813 ReasoningOpen weights | DeepSeek | Open weights | 1465#56 1458-1471 CI 9,800 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #53 | Qwen3.5 Max Preview qwen3.5-max-preview | Alibaba | Proprietary | 1464#57 1459-1469 CI 22,600 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #54 | Claude Sonnet 5 High claude-sonnet-5-high Reasoning | Anthropic | Proprietary | 1461#58 1457-1465 CI 49,595 votes | Not listed | 1263#43 1256-1270 CI 13,503 votes | Not listed | 1476#15 1468-1483 CI 7,411 votes | $4.00 blended / 1M $2.00 in / $10.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #55 | Kimi K2.6 kimi-k2.6 Open weights | Moonshot AI | Open weights | 1461#59 1456-1465 CI 40,013 votes | 1510#57 1502-1517 CI 10,167 votes | 1265#41 1259-1272 CI 16,379 votes | Not listed | 1450#32 1442-1458 CI 11,291 votes | $1.71 blended / 1M $0.950 in / $4.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #56 | Qwen3.6 Max Preview qwen3.6-max-preview | Alibaba | Proprietary | 1461#60 1452-1469 CI 5,426 votes | 1482#64 1470-1495 CI 2,708 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #57 | GPT-6 Sol Max gpt-6-sol-max | OpenAI | Proprietary | 1459#61 1453-1465 CI 12,466 votes | Not listed | 1270#37 1258-1283 CI 2,657 votes | 1228#7 1221-1236 CI 11,313 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #58 | Grok 4.1 grok-4.1 | xAI | Proprietary | 1459#62 1456-1462 CI 68,648 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #59 | Gemini 3 Flash gemini-3-flash (thinking-minimal) Reasoning | Proprietary | 1458#63 1455-1461 CI 91,039 votes | 1440#77 1432-1449 CI 10,896 votes | 1260#47 1255-1265 CI 37,172 votes | Not listed | 1439#36 1430-1449 CI 7,158 votes | $1.13 blended / 1M $0.500 in / $3.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 | |
| #60 | DeepSeek V4 Pro deepseek-v4-pro Open weights | DeepSeek | Open weights | 1458#64 1454-1462 CI 57,594 votes | 1447#73 1441-1454 CI 13,974 votes | Not listed | Not listed | Not listed | $1.98 blended / 1M $1.32 in / $3.96 out | 1.04s time to first token Artificial Analysis | 94 output tok/sec median | Not listed | Oct 18, 2026 |
| #61 | GLM 5 glm-5 Open weights | Z.ai | Open weights | 1457#65 1453-1462 CI 29,272 votes | 1436#81 1427-1444 CI 7,494 votes | Not listed | Not listed | Not listed | $1.55 blended / 1M $1.00 in / $3.20 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #62 | Claude Sonnet 4.5 20250929 High 32K claude-sonnet-4-5-20250929-high-32k Reasoning | Anthropic | Proprietary | 1456#66 1454-1459 CI 83,940 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #63 | Dola Seed 2.0 Pro dola-seed-2.0-pro | ByteDance | Proprietary | 1456#67 1453-1460 CI 79,140 votes | Not listed | 1256#49 1249-1263 CI 10,982 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #64 | GPT-5.1 High gpt-5.1-high Reasoning | OpenAI | Proprietary | 1456#68 1452-1459 CI 41,651 votes | Not listed | 1251#52 1244-1259 CI 9,861 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #65 | Qwen3.7 Plus qwen3.7-plus | Alibaba | Proprietary | 1456#69 1451-1460 CI 42,075 votes | Not listed | 1264#42 1257-1271 CI 13,636 votes | Not listed | 1453#30 1443-1462 CI 4,591 votes | $0.700 blended / 1M $0.400 in / $1.60 out | 1.71s time to first token Artificial Analysis | 56 output tok/sec median | Not listed | Oct 15, 2026 |
| #66 | Claude Sonnet 4.5 20250929 claude-sonnet-4-5-20250929 | Anthropic | Proprietary | 1455#70 1452-1458 CI 82,688 votes | Not listed | Not listed | Not listed | 1449#33 1443-1455 CI 31,455 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #67 | DeepSeek V4 Pro High Preview deepseek-v4-pro-high-preview ReasoningOpen weights | DeepSeek | Open weights | 1455#71 1451-1459 CI 54,902 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #68 | Gemini 3.5 Flash Lite gemini-3.5-flash-lite | Proprietary | 1455#72 1450-1459 CI 35,851 votes | 1435#83 1394-1476 CI 238 votes | 1266#40 1258-1274 CI 8,381 votes | Not listed | Not listed | $0.850 blended / 1M $0.300 in / $2.50 out | 4.69s time to first token Artificial Analysis | 395 output tok/sec median | Not listed | Oct 18, 2026 | |
| #69 | Grok 4.6 High grok-4.6-high Reasoning | xAI | Proprietary | 1454#73 1450-1459 CI 28,965 votes | Not listed | 1262#45 1253-1271 CI 6,495 votes | Not listed | 1461#24 1449-1473 CI 2,258 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #70 | Hy3 hy3 Open weights | Tencent | Open weights | 1453#74 1447-1459 CI 12,208 votes | 1507#59 1498-1515 CI 6,201 votes | Not listed | Not listed | Not listed | $0.100 blended / 1M $0.063 in / $0.210 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #71 | GPT-5.6 Luna xHigh gpt-5.6-luna-xhigh Reasoning | OpenAI | Proprietary | 1453#75 1448-1457 CI 41,109 votes | Not listed | 1258#48 1250-1265 CI 11,086 votes | Not listed | 1462#23 1454-1470 CI 5,766 votes | $0.450 blended / 1M $0.200 in / $1.20 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #72 | Gemma 4 31b gemma-4-31b Open weights | Open weights | 1452#76 1445-1460 CI 6,147 votes | Not listed | 1262#44 1256-1268 CI 39,669 votes | Not listed | 1445#34 1437-1452 CI 12,326 votes | $0.224 blended / 1M $0.165 in / $0.400 out | 0.79s time to first token Artificial Analysis | 47 output tok/sec median | Not listed | Oct 15, 2026 | |
| #73 | MiMo V2.6 Flash mimo-v2.6-flash Open weightsCoding | Xiaomi | Open weights | 1451#77 1444-1457 CI 10,917 votes | 1633#18 1624-1643 CI 5,195 votes | 1248#56 1236-1260 CI 2,908 votes | Not listed | Not listed | $0.175 blended / 1M $0.140 in / $0.280 out | 3.49s time to first token Artificial Analysis | 48 output tok/sec median | Not listed | Oct 18, 2026 |
| #74 | GPT-5.3 Chat Latest gpt-5.3-chat-latest | OpenAI | Proprietary | 1450#78 1446-1454 CI 34,345 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #75 | Kimi K2.5 Thinking kimi-k2.5-thinking ReasoningOpen weights | Moonshot AI | Open weights | 1450#79 1447-1453 CI 74,759 votes | Not listed | 1252#51 1246-1258 CI 28,297 votes | Not listed | 1436#37 1429-1443 CI 21,569 votes | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #76 | Claude Opus 4.1 20250805 Thinking 16K claude-opus-4-1-20250805-thinking-16k Reasoning | Anthropic | Proprietary | 1450#80 1446-1453 CI 49,542 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #77 | ERNIE 5.0 Preview 1203 ernie-5.0-preview-1203 | Baidu | Proprietary | 1449#81 1442-1455 CI 9,806 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #78 | Claude Opus 4.1 20250805 claude-opus-4-1-20250805 | Anthropic | Proprietary | 1448#82 1445-1451 CI 77,238 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #79 | MiMo V2 Pro mimo-v2-pro | Xiaomi | Proprietary | 1448#83 1443-1452 CI 25,447 votes | 1434#84 1426-1442 CI 7,250 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #80 | Step 5 Preview Step 5 Preview | Stepfun | Proprietary | 1447#84 1440-1455 CI 7,116 votes | 1565#37 1556-1575 CI 4,603 votes | 1250#55 1232-1268 CI 1,088 votes | Not listed | Not listed | $1.43 blended / 1M $1.00 in / $2.70 out | 1.42s time to first token Artificial Analysis | 87 output tok/sec median | Not listed | Oct 18, 2026 |
| #81 | GPT-5.4 Mini High gpt-5.4-mini-high Reasoning | OpenAI | Proprietary | 1447#85 1443-1451 CI 63,449 votes | Not listed | 1251#53 1245-1257 CI 25,733 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #82 | ERNIE 5.0 0110 ernie-5.0-0110 | Baidu | Proprietary | 1446#86 1442-1450 CI 36,487 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #83 | Gemini 2.5 Pro gemini-2.5-pro | Proprietary | 1445#87 1443-1448 CI 125,366 votes | Not listed | 1248#57 1243-1252 CI 88,805 votes | Not listed | 1431#39 1424-1437 CI 25,110 votes | $3.44 blended / 1M $1.25 in / $10.00 out | Not listed | Not listed | Not listed | Oct 15, 2026 | |
| #84 | GPT-4.5 Preview 2025 02 27 gpt-4.5-preview-2025-02-27 | OpenAI | Proprietary | 1445#88 1439-1450 CI 14,547 votes | Not listed | 1225#77 1213-1237 CI 2,925 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #85 | Grok 4.7 xHigh grok-4.7-xhigh Reasoning | xAI | Proprietary | 1444#89 1438-1450 CI 11,591 votes | Not listed | 1248#58 1236-1259 CI 2,942 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #86 | Qwen3.6 Plus qwen3.6-plus | Alibaba | Proprietary | 1443#90 1439-1447 CI 48,165 votes | 1462#71 1456-1467 CI 18,588 votes | Not listed | Not listed | Not listed | $1.13 blended / 1M $0.500 in / $3.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #87 | GPT-6 Luna Max gpt-6-luna-max | OpenAI | Proprietary | 1443#91 1438-1447 CI 49,617 votes | Not listed | 1241#65 1229-1253 CI 2,833 votes | 1209#13 1202-1217 CI 10,793 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #88 | ChatGPT 4o Latest 20250326 chatgpt-4o-latest-20250326 | OpenAI | Proprietary | 1443#92 1440-1445 CI 81,914 votes | Not listed | 1239#67 1233-1244 CI 23,433 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #89 | Grok 4.3 grok-4.3 | xAI | Proprietary | 1442#93 1438-1445 CI 71,347 votes | Not listed | 1243#63 1237-1248 CI 27,037 votes | 1193#25 1188-1198 CI 128,393 votes | Not listed | $1.56 blended / 1M $1.25 in / $2.50 out | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #90 | Qwen3.5 397b A17B qwen3.5-397b-a17b Open weights | Alibaba | Open weights | 1442#94 1438-1445 CI 93,567 votes | 1400#94 1395-1406 CI 21,156 votes | 1246#60 1241-1251 CI 32,058 votes | Not listed | Not listed | $1.35 blended / 1M $0.600 in / $3.60 out | 1.62s time to first token Artificial Analysis | 54 output tok/sec median | Not listed | Oct 18, 2026 |
| #91 | GLM 4.7 glm-4.7 Open weights | Z.ai | Open weights | 1441#95 1435-1447 CI 12,253 votes | 1435#82 1423-1447 CI 4,007 votes | Not listed | Not listed | Not listed | $1.00 blended / 1M $0.600 in / $2.20 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #92 | Minimax M3 minimax-m3 | MiniMax | Proprietary | 1441#96 1437-1445 CI 63,973 votes | 1482#65 1477-1488 CI 19,670 votes | 1236#69 1229-1242 CI 19,026 votes | Not listed | 1433#38 1425-1441 CI 6,314 votes | $0.525 blended / 1M $0.300 in / $1.20 out | 0.75s time to first token Artificial Analysis | 146 output tok/sec median | Not listed | Oct 18, 2026 |
| #93 | Inkling inkling Open weights | Thinky | Open weights | 1441#97 1437-1445 CI 40,648 votes | 1414#88 1407-1420 CI 15,683 votes | Not listed | Not listed | Not listed | $1.76 blended / 1M $1.00 in / $4.05 out | 2.29s time to first token Artificial Analysis | 241 output tok/sec median | Not listed | Oct 18, 2026 |
| #94 | DeepSeek V4 Flash High Preview deepseek-v4-flash-high-preview ReasoningOpen weights | DeepSeek | Open weights | 1439#98 1435-1443 CI 51,809 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 15, 2026 |
| #95 | GPT-5.1 gpt-5.1 | OpenAI | Proprietary | 1439#99 1435-1442 CI 44,434 votes | 1396#97 1384-1407 CI 4,912 votes | 1240#66 1232-1247 CI 10,818 votes | Not listed | 1416#43 1407-1425 CI 8,244 votes | $3.44 blended / 1M $1.25 in / $10.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #96 | Qwen3.8 27b qwen3.8-27b Open weights | Alibaba | Open weights | 1438#100 1433-1443 CI 23,294 votes | 1592#30 1585-1599 CI 16,172 votes | 1244#61 1236-1253 CI 7,013 votes | Not listed | Not listed | $1.13 blended / 1M $0.500 in / $3.00 out | 1.26s time to first token Artificial Analysis | 43 output tok/sec median | Not listed | Oct 18, 2026 |
| #97 | Api GPT 4o Search api-gpt-4o-search | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1083#41 1072-1095 CI 3,399 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #98 | Beam 1.0 501b A23B beam-1.0-501b-a23b Open weights | Reflection | Open weights | Not listed | 1437#79 1424-1450 CI 2,907 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #99 | Claude 3.7 Sonnet 20250219 Thinking 32K claude-3-7-sonnet-20250219-thinking-32k Reasoning | Anthropic | Proprietary | Not listed | Not listed | 1193#95 1177-1208 CI 1,438 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #100 | Claude Fable 5 High claude-fable-5-high ReasoningMultimodal | Anthropic | Proprietary | Not listed | Not listed | 1308#1 1301-1315 CI 14,175 votes | 1229#6 1222-1236 CI 73,596 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #101 | Claude Fable 5.1 High claude-fable-5.1-high Reasoning | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1233#4 1226-1241 CI 12,782 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #102 | Claude Fable 5.1 Max claude-fable-5.1-max Multimodal | Anthropic | Proprietary | Not listed | Not listed | 1286#17 1277-1296 CI 4,648 votes | Not listed | 1493#6 1478-1508 CI 1,403 votes | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #103 | Claude Haiku 4.5 20251001 claude-haiku-4-5-20251001 | Anthropic | Proprietary | Not listed | Not listed | Not listed | Not listed | 1419#42 1413-1425 CI 34,677 votes | $2.00 blended / 1M $1.00 in / $5.00 out | Not listed | Not listed | Not listed | Sep 13, 2026 |
| #104 | Claude Haiku 5.5 Claude Haiku 5.5 (High) Reasoning | Anthropic | Proprietary | Not listed | 1586#32 1575-1597 CI 3,376 votes | Not listed | Not listed | Not listed | $0.200 blended / 1M $0.100 in / $0.500 out | 6.83s time to first token Artificial Analysis | 167 output tok/sec median | Not listed | Oct 18, 2026 |
| #105 | Claude Opus 4 20250514 claude-opus-4-20250514 | Anthropic | Proprietary | Not listed | Not listed | 1188#99 1176-1201 CI 2,175 votes | Not listed | Not listed | $30.00 blended / 1M $15.00 in / $75.00 out | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #106 | Claude Opus 4 20250514 Thinking 16K claude-opus-4-20250514-thinking-16k Reasoning | Anthropic | Proprietary | Not listed | Not listed | 1208#87 1191-1224 CI 1,289 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #107 | Claude Opus 4 Search claude-opus-4-search | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1152#35 1146-1157 CI 31,506 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #108 | Claude Opus 4.1 Claude Opus 4.1 (20250805) | Anthropic | Proprietary | Not listed | 1391#99 1380-1401 CI 6,929 votes | Not listed | Not listed | Not listed | $30.00 blended / 1M $15.00 in / $75.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #109 | Claude Opus 4.1 Search claude-opus-4-1-search | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1167#32 1162-1172 CI 79,806 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #110 | Claude Opus 4.5 Claude Opus 4.5 (High, 32K, 20251101) Reasoning | Anthropic | Proprietary | Not listed | 1469#68 1462-1477 CI 13,422 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #111 | Claude Opus 4.5 Search claude-opus-4-5-search | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1187#29 1181-1192 CI 65,047 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #112 | Claude Opus 4.6 claude-opus-4-6 Multimodal | Anthropic | Proprietary | Not listed | Not listed | 1294#7 1288-1301 CI 26,853 votes | Not listed | 1494#4 1488-1500 CI 41,260 votes | $10.00 blended / 1M $5.00 in / $25.00 out | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #113 | Claude Opus 4.6 High claude-opus-4-6-high ReasoningMultimodal | Anthropic | Proprietary | Not listed | Not listed | 1299#3 1293-1306 CI 22,304 votes | Not listed | 1495#2 1489-1502 CI 27,929 votes | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #114 | Claude Opus 4.6 Search claude-opus-4-6-search | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1222#9 1217-1227 CI 173,191 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #115 | Claude Opus 4.7 claude-opus-4-7 Multimodal | Anthropic | Proprietary | Not listed | Not listed | 1298#4 1292-1305 CI 23,165 votes | 1210#12 1205-1215 CI 127,506 votes | 1494#3 1488-1501 CI 22,192 votes | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #116 | Claude Opus 4.7 High claude-opus-4-7-high ReasoningMultimodal | Anthropic | Proprietary | Not listed | Not listed | 1298#5 1291-1304 CI 22,733 votes | Not listed | 1493#5 1486-1500 CI 21,957 votes | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #117 | Claude Opus 4.8 Claude Opus 4.8 (High) Reasoning | Anthropic | Proprietary | Not listed | 1536#48 1530-1542 CI 17,402 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #118 | Claude Opus 5 High claude-opus-5-high ReasoningMultimodal | Anthropic | Proprietary | Not listed | Not listed | 1287#15 1281-1294 CI 16,665 votes | 1214#10 1207-1221 CI 13,285 votes | 1490#7 1483-1497 CI 8,794 votes | $10.00 blended / 1M $5.00 in / $25.00 out | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #119 | Claude Opus 5.5 High claude-opus-5.5-high ReasoningMultimodal | Anthropic | Proprietary | Not listed | Not listed | 1293#11 1280-1305 CI 2,508 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #120 | Claude Opus 5.5 Medium claude-opus-5.5-medium | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1211#11 1204-1218 CI 10,842 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #121 | Claude Sonnet 4 20250514 claude-sonnet-4-20250514 | Anthropic | Proprietary | Not listed | Not listed | 1188#100 1174-1202 CI 1,807 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #122 | Claude Sonnet 4 20250514 Thinking 32K claude-sonnet-4-20250514-thinking-32k Reasoning | Anthropic | Proprietary | Not listed | Not listed | 1206#88 1189-1223 CI 1,145 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #123 | Claude Sonnet 4.5 Claude Sonnet 4.5 (High, 32K, 20250929) Reasoning | Anthropic | Proprietary | Not listed | 1394#98 1386-1402 CI 13,251 votes | Not listed | Not listed | Not listed | $6.00 blended / 1M $3.00 in / $15.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #124 | Claude Sonnet 4.5 Search claude-sonnet-4-5-search | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1176#31 1171-1181 CI 144,153 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #125 | Claude Sonnet 4.6 Claude Sonnet 4.6 | Anthropic | Proprietary | Not listed | 1523#51 1518-1528 CI 22,832 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #126 | Claude Sonnet 4.6 Search claude-sonnet-4-6-search | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1202#17 1197-1207 CI 173,986 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #127 | Claude Sonnet 5 Claude Sonnet 5 (High) Reasoning | Anthropic | Proprietary | Not listed | 1541#45 1535-1547 CI 15,665 votes | Not listed | Not listed | Not listed | $4.00 blended / 1M $2.00 in / $10.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #128 | Claude Sonnet 5 Search claude-sonnet-5-search | Anthropic | Proprietary | Not listed | Not listed | Not listed | 1193#24 1187-1199 CI 72,978 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #129 | Claude Sonnet 5.5 Claude Sonnet 5.5 (xHigh) ReasoningCoding | Anthropic | Proprietary | Not listed | 1709#6 1699-1719 CI 5,105 votes | Not listed | Not listed | Not listed | $4.00 blended / 1M $2.00 in / $10.00 out | 0.72s time to first token Artificial Analysis | 98 output tok/sec median | Not listed | Oct 18, 2026 |
| #130 | DeepSeek V4 Flash DeepSeek-V4-Flash (High) ReasoningOpen weights | DeepSeek | Open weights | Not listed | 1582#34 1573-1592 CI 4,953 votes | Not listed | Not listed | Not listed | $0.175 blended / 1M $0.140 in / $0.280 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #131 | DeepSeek V4 Flash Preview DeepSeek-V4-Flash Preview (High) ReasoningOpen weights | DeepSeek | Open weights | Not listed | 1431#85 1424-1438 CI 10,106 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #132 | DeepSeek V4 Pro Preview DeepSeek-V4-Pro Preview (High) ReasoningOpen weights | DeepSeek | Open weights | Not listed | 1465#69 1458-1471 CI 13,157 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #133 | DeepSeek V4.1 Flash 20260910 DeepSeek-V4.1-Flash-20260910 (Max) Open weights | DeepSeek | Open weights | Not listed | 1619#25 1608-1630 CI 3,533 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #134 | DeepSeek V4.1 Flash 20261017 DeepSeek-V4.1-Flash-20261017 (Max) Open weightsCoding | DeepSeek | Open weights | Not listed | 1670#12 1653-1687 CI 1,417 votes | Not listed | Not listed | Not listed | $0.525 blended / 1M $0.300 in / $1.20 out | 0.63s time to first token Artificial Analysis | 364 output tok/sec median | Not listed | Oct 18, 2026 |
| #135 | Diffbot Small Xl diffbot-small-xl Open weights | Diffbot | Open weights | Not listed | Not listed | Not listed | 1063#42 1054-1071 CI 6,368 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #136 | ERNIE 5.0 Preview 1220 ernie-5.0-preview-1220 | Baidu | Proprietary | Not listed | Not listed | 1219#78 1208-1231 CI 3,351 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #137 | Gemini 2.5 Flash gemini-2.5-flash | Proprietary | Not listed | Not listed | 1215#82 1211-1220 CI 60,112 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 | |
| #138 | Gemini 2.5 Flash Lite Preview 06 17 Thinking gemini-2.5-flash-lite-preview-06-17-thinking Reasoning | Proprietary | Not listed | Not listed | 1188#98 1181-1196 CI 35,932 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 | |
| #139 | Gemini 2.5 Flash Preview 09 2025 gemini-2.5-flash-preview-09-2025 | Proprietary | Not listed | Not listed | 1229#73 1219-1239 CI 4,804 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 | |
| #140 | Gemini 2.5 Pro Grounding gemini-2.5-pro-grounding | Proprietary | Not listed | Not listed | Not listed | 1144#36 1139-1149 CI 86,689 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 | |
| #141 | Gemini 3 Flash Grounding gemini-3-flash-grounding | Proprietary | Not listed | Not listed | Not listed | 1189#27 1184-1193 CI 196,399 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 | |
| #142 | Gemini 3 Pro Grounding gemini-3-pro-grounding | Proprietary | Not listed | Not listed | Not listed | 1201#18 1195-1206 CI 38,857 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 | |
| #143 | Gemini 3.1 Flash Lite Preview gemini-3.1-flash-lite-preview | Proprietary | Not listed | Not listed | 1235#70 1229-1240 CI 27,683 votes | Not listed | Not listed | $0.563 blended / 1M $0.250 in / $1.50 out | Not listed | Not listed | Not listed | Oct 9, 2026 | |
| #144 | Gemini 3.1 Pro Grounding gemini-3.1-pro-grounding | Proprietary | Not listed | Not listed | Not listed | 1207#14 1202-1211 CI 151,436 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 | |
| #145 | Gemini 3.5 Flash Gemini 3.5 Flash (High) Reasoning | Proprietary | Not listed | 1491#62 1485-1498 CI 12,139 votes | Not listed | Not listed | Not listed | $3.38 blended / 1M $1.50 in / $9.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 | |
| #146 | Gemini 3.6 Flash Gemini 3.6 Flash (High) Reasoning | Proprietary | Not listed | 1538#46 1531-1546 CI 8,760 votes | Not listed | Not listed | Not listed | $1.50 blended / 1M $0.750 in / $3.75 out | Not listed | Not listed | Not listed | Oct 18, 2026 | |
| #147 | Gemini 3.7 Flash High gemini-3.7-flash-high ReasoningMultimodal | Proprietary | Not listed | Not listed | 1297#6 1287-1307 CI 4,524 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 | |
| #148 | Gemini 3.8 Flash High gemini-3.8-flash-high ReasoningMultimodal | Proprietary | Not listed | Not listed | 1289#14 1279-1300 CI 3,792 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 | |
| #149 | Gemma 4 26b A4B gemma-4-26b-a4b Open weights | Open weights | Not listed | Not listed | 1242#64 1235-1248 CI 23,943 votes | Not listed | Not listed | $0.198 blended / 1M $0.130 in / $0.400 out | 0.60s time to first token Artificial Analysis | 83 output tok/sec median | Not listed | Oct 9, 2026 | |
| #150 | GLM 5.2 GLM-5.2 (Max) Open weights | Z.ai | Open weights | Not listed | 1604#29 1598-1610 CI 16,602 votes | Not listed | Not listed | Not listed | $2.15 blended / 1M $1.40 in / $4.40 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #151 | GLM 5.3 GLM-5.3 (Max) Open weights | Z.ai | Open weights | Not listed | 1622#23 1614-1629 CI 9,729 votes | Not listed | Not listed | Not listed | $2.15 blended / 1M $1.40 in / $4.40 out | 2.50s time to first token Artificial Analysis | 89 output tok/sec median | Not listed | Oct 18, 2026 |
| #152 | GLM 5V Turbo GLM-5V-Turbo | Z.ai | Proprietary | Not listed | 1402#92 1389-1415 CI 2,403 votes | 1231#72 1225-1236 CI 42,182 votes | Not listed | 1400#44 1392-1408 CI 6,995 votes | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #153 | GPT-4.1 2025 04 14 gpt-4.1-2025-04-14 | OpenAI | Proprietary | Not listed | Not listed | 1214#84 1207-1221 CI 41,017 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #154 | GPT-4.1 Mini 2025 04 14 gpt-4.1-mini-2025-04-14 | OpenAI | Proprietary | Not listed | Not listed | 1201#89 1193-1208 CI 40,221 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #155 | GPT-5 GPT-5 (Medium) | OpenAI | Proprietary | Not listed | 1418#86 1402-1433 CI 3,092 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #156 | GPT-5 Chat gpt-5-chat | OpenAI | Proprietary | Not listed | Not listed | 1226#76 1219-1233 CI 39,920 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #157 | GPT-5 High gpt-5-high Reasoning | OpenAI | Proprietary | Not listed | Not listed | 1210#85 1203-1217 CI 34,470 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #158 | GPT-5 Search gpt-5-search | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1188#28 1180-1195 CI 20,865 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #159 | GPT-5.1 Search gpt-5.1-search | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1184#30 1178-1189 CI 63,042 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #160 | GPT-5.2 GPT-5.2 | OpenAI | Proprietary | Not listed | 1417#87 1394-1439 CI 1,081 votes | 1229#74 1223-1235 CI 20,127 votes | Not listed | 1425#40 1419-1431 CI 28,212 votes | $4.81 blended / 1M $1.75 in / $14.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #161 | GPT-5.2 High gpt-5.2-high Reasoning | OpenAI | Proprietary | Not listed | Not listed | 1243#62 1237-1249 CI 19,041 votes | Not listed | 1423#41 1414-1433 CI 7,108 votes | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #162 | GPT-5.2 Search gpt-5.2-search | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1161#33 1156-1167 CI 55,634 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #163 | GPT-5.2 Search Non Reasoning gpt-5.2-search-non-reasoning Reasoning | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1136#39 1130-1142 CI 79,796 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #164 | GPT-5.3 Codex GPT-5.3-Codex (Codex Harness) | OpenAI | Proprietary | Not listed | 1407#90 1393-1420 CI 2,641 votes | Not listed | Not listed | Not listed | $4.81 blended / 1M $1.75 in / $14.00 out | 46.6s time to first token Artificial Analysis | 119 output tok/sec median | Not listed | Oct 18, 2026 |
| #165 | GPT-5.4 Mini GPT-5.4 mini (High) Reasoning | OpenAI | Proprietary | Not listed | 1398#96 1391-1404 CI 11,937 votes | Not listed | Not listed | Not listed | $1.69 blended / 1M $0.750 in / $4.50 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #166 | GPT-5.4 Nano High gpt-5.4-nano-high Reasoning | OpenAI | Proprietary | Not listed | Not listed | 1199#93 1193-1206 CI 25,650 votes | Not listed | Not listed | $0.463 blended / 1M $0.200 in / $1.25 out | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #167 | GPT-5.4 Search gpt-5.4-search | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1196#20 1191-1202 CI 126,730 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #168 | GPT-5.5 Search gpt-5.5-search | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1226#8 1221-1231 CI 125,957 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #169 | GPT-5.6 Luna GPT-5.6 Luna (xHigh, Codex Harness) Reasoning | OpenAI | Proprietary | Not listed | 1519#54 1512-1525 CI 12,629 votes | Not listed | Not listed | Not listed | $0.450 blended / 1M $0.200 in / $1.20 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #170 | GPT-5.6 Sol GPT-5.6 Sol (xHigh, Codex Harness) Reasoning | OpenAI | Proprietary | Not listed | 1616#27 1610-1622 CI 17,807 votes | Not listed | Not listed | Not listed | $8.00 blended / 1M $4.00 in / $20.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #171 | GPT-5.6 Terra GPT-5.6 Terra (xHigh, Codex Harness) Reasoning | OpenAI | Proprietary | Not listed | 1522#52 1515-1528 CI 13,878 votes | Not listed | Not listed | Not listed | $4.50 blended / 1M $2.00 in / $12.00 out | 0.72s time to first token Artificial Analysis | 96 output tok/sec median | Not listed | Oct 18, 2026 |
| #172 | GPT-6 Astra GPT-6 Astra (Max) Coding | OpenAI | Proprietary | Not listed | 1776#2 1765-1786 CI 6,172 votes | Not listed | Not listed | Not listed | $20.00 blended / 1M $10.00 in / $50.00 out | 1.55s time to first token Artificial Analysis | 57 output tok/sec median | Not listed | Oct 18, 2026 |
| #173 | GPT-6 Luna GPT-6 Luna (Max) | OpenAI | Proprietary | Not listed | 1577#36 1570-1583 CI 20,845 votes | Not listed | Not listed | Not listed | $0.200 blended / 1M $0.100 in / $0.500 out | 0.77s time to first token Artificial Analysis | 114 output tok/sec median | Not listed | Oct 18, 2026 |
| #174 | GPT-6 Sol GPT-6 Sol (Max) Coding | OpenAI | Proprietary | Not listed | 1682#8 1672-1693 CI 4,552 votes | Not listed | Not listed | Not listed | $4.00 blended / 1M $2.00 in / $10.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #175 | GPT-6.1 Sol GPT-6.1 Sol (Max) Coding | OpenAI | Proprietary | Not listed | 1754#4 1741-1767 CI 3,021 votes | Not listed | Not listed | Not listed | $4.00 blended / 1M $2.00 in / $10.00 out | 1.71s time to first token Artificial Analysis | 46 output tok/sec median | Not listed | Oct 18, 2026 |
| #176 | Grok 4 Fast Search grok-4-fast-search | xAI | Proprietary | Not listed | Not listed | Not listed | 1161#34 1156-1166 CI 43,083 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #177 | Grok 4 Search grok-4-search | xAI | Proprietary | Not listed | Not listed | Not listed | 1123#40 1117-1129 CI 19,195 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #178 | Grok 4.1 Fast Reasoning grok-4-1-fast-reasoning Reasoning | xAI | Proprietary | Not listed | Not listed | 1196#94 1189-1203 CI 13,373 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #179 | Grok 4.1 Fast Search grok-4-1-fast-search | xAI | Proprietary | Not listed | Not listed | Not listed | 1195#23 1190-1200 CI 85,919 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #180 | Grok 4.6 Grok 4.6 (High) Reasoning | xAI | Proprietary | Not listed | 1617#26 1610-1624 CI 10,363 votes | Not listed | Not listed | Not listed | $3.00 blended / 1M $2.00 in / $6.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #181 | Grok 4.7 Grok 4.7 (xHigh) ReasoningCoding | xAI | Proprietary | Not listed | 1638#17 1629-1648 CI 5,172 votes | Not listed | Not listed | Not listed | $3.00 blended / 1M $2.00 in / $6.00 out | 4.00s time to first token Artificial Analysis | 65 output tok/sec median | Not listed | Oct 18, 2026 |
| #182 | Hy4 Preview Hy4 preview Open weightsCoding | Tencent | Open weights | Not listed | 1631#19 1621-1640 CI 4,798 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #183 | Inkling Small Inkling-Small Open weights | Thinky | Open weights | Not listed | 1410#89 1400-1419 CI 5,328 votes | 1208#86 1199-1216 CI 7,472 votes | Not listed | Not listed | $0.525 blended / 1M $0.300 in / $1.20 out | 1.92s time to first token Artificial Analysis | 173 output tok/sec median | Not listed | Oct 18, 2026 |
| #184 | Kimi K2.5 Kimi K2.5 (Thinking) ReasoningOpen weights | Moonshot AI | Open weights | Not listed | 1406#91 1394-1418 CI 3,266 votes | Not listed | Not listed | Not listed | $1.20 blended / 1M $0.600 in / $3.00 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #185 | Kimi K2.5 Instant kimi-k2.5-instant Open weights | Moonshot AI | Open weights | Not listed | Not listed | 1236#68 1226-1247 CI 4,114 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #186 | Kimi K2.7 Code Kimi K2.7 Code Open weights | Moonshot AI | Open weights | Not listed | 1474#67 1464-1483 CI 4,963 votes | Not listed | Not listed | Not listed | $1.71 blended / 1M $0.950 in / $4.00 out | 1.20s time to first token Artificial Analysis | 55 output tok/sec median | Not listed | Oct 18, 2026 |
| #187 | MiMo V2 Omni mimo-v2-omni | Xiaomi | Proprietary | Not listed | Not listed | 1216#80 1209-1224 CI 10,663 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #188 | MiMo V2.5 MiMo-V2.5 Open weights | Xiaomi | Open weights | Not listed | 1439#78 1432-1445 CI 14,912 votes | 1234#71 1228-1239 CI 28,794 votes | Not listed | Not listed | $0.175 blended / 1M $0.140 in / $0.280 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #189 | MiniMax M2.5 MiniMax-M2.5 Open weights | MiniMax | Open weights | Not listed | 1386#100 1378-1395 CI 7,629 votes | Not listed | Not listed | Not listed | $0.525 blended / 1M $0.300 in / $1.20 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #190 | MiniMax M2.7 MiniMax-M2.7 Open weights | MiniMax | Open weights | Not listed | 1399#95 1393-1404 CI 15,970 votes | Not listed | Not listed | Not listed | $0.525 blended / 1M $0.300 in / $1.20 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #191 | Mistral Large 3 mistral-large-3 Open weights | Mistral | Open weights | Not listed | Not listed | 1200#92 1192-1208 CI 8,643 votes | Not listed | Not listed | $0.750 blended / 1M $0.500 in / $1.50 out | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #192 | Mistral Large 4 Mistral Large 4 | Mistral | Proprietary | Not listed | 1542#44 1530-1555 CI 2,726 votes | Not listed | Not listed | Not listed | $2.07 blended / 1M $1.36 in / $4.18 out | 0.71s time to first token Artificial Analysis | 62 output tok/sec median | Not listed | Oct 18, 2026 |
| #193 | Mistral Medium 3.5 mistral-medium-3.5 Open weights | Mistral | Open weights | Not listed | Not listed | 1200#91 1191-1210 CI 5,375 votes | Not listed | Not listed | $3.00 blended / 1M $1.50 in / $7.50 out | 0.67s time to first token Artificial Analysis | 155 output tok/sec median | Not listed | Oct 9, 2026 |
| #194 | Muse Spark 1.3 Max muse-spark-1.3-max Multimodal | Meta | Proprietary | Not listed | Not listed | 1290#12 1280-1300 CI 4,550 votes | Not listed | 1468#19 1450-1486 CI 1,006 votes | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #195 | Muse Spark Open Muse Spark Open (Max) | Meta | Proprietary | Not listed | 1524#50 1507-1541 CI 1,337 votes | Not listed | Not listed | Not listed | $2.00 blended / 1M $1.25 in / $4.25 out | 0.46s time to first token Artificial Analysis | 142 output tok/sec median | Not listed | Oct 18, 2026 |
| #196 | O1 2024 12 17 o1-2024-12-17 | OpenAI | Proprietary | Not listed | Not listed | 1193#96 1182-1203 CI 3,694 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #197 | O3 2025 04 16 o3-2025-04-16 | OpenAI | Proprietary | Not listed | Not listed | 1216#81 1209-1222 CI 45,599 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #198 | O3 Search o3-search | OpenAI | Proprietary | Not listed | Not listed | Not listed | 1196#21 1189-1203 CI 20,770 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #199 | O4 Mini 2025 04 16 o4-mini-2025-04-16 | OpenAI | Proprietary | Not listed | Not listed | 1201#90 1194-1208 CI 41,341 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #200 | Ppl Sonar Pro High ppl-sonar-pro-high Reasoning | Perplexity | Proprietary | Not listed | Not listed | Not listed | 1143#37 1137-1149 CI 28,899 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #201 | Ppl Sonar Reasoning Pro High ppl-sonar-reasoning-pro-high Reasoning | Perplexity | Proprietary | Not listed | Not listed | Not listed | 1139#38 1133-1144 CI 29,439 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 13, 2026 |
| #202 | Qwen3 VL 235b A22B Instruct qwen3-vl-235b-a22b-instruct Open weights | Alibaba | Open weights | Not listed | Not listed | 1215#83 1208-1222 CI 12,751 votes | Not listed | Not listed | $0.509 blended / 1M $0.215 in / $1.39 out | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #203 | Qwen3 VL 235b A22B Thinking qwen3-vl-235b-a22b-thinking ReasoningOpen weights | Alibaba | Open weights | Not listed | Not listed | 1189#97 1176-1201 CI 2,386 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #204 | Qwen3.5 122b A10B qwen3.5-122b-a10b Open weights | Alibaba | Open weights | Not listed | Not listed | 1226#75 1219-1233 CI 13,241 votes | Not listed | Not listed | $1.10 blended / 1M $0.400 in / $3.20 out | 1.01s time to first token Artificial Analysis | 133 output tok/sec median | Not listed | Oct 9, 2026 |
| #205 | Qwen3.5 27b qwen3.5-27b Open weights | Alibaba | Open weights | Not listed | Not listed | 1217#79 1211-1222 CI 29,644 votes | Not listed | Not listed | $0.825 blended / 1M $0.300 in / $2.40 out | Not listed | Not listed | Not listed | Oct 9, 2026 |
| #206 | Qwen3.7 Max Qwen3.7-Max (20260517) | Alibaba | Proprietary | Not listed | 1516#55 1508-1523 CI 8,881 votes | Not listed | Not listed | Not listed | $3.75 blended / 1M $2.50 in / $7.50 out | Not listed | Not listed | Not listed | Oct 18, 2026 |
| #207 | Qwen3.8 Flash Next Qwen3.8-Flash-Next Coding | Alibaba | Proprietary | Not listed | 1629#20 1621-1637 CI 8,278 votes | Not listed | Not listed | Not listed | $0.230 blended / 1M $0.150 in / $0.470 out | 1.22s time to first token Artificial Analysis | 54 output tok/sec median | Not listed | Oct 18, 2026 |
| #208 | Seed2.1 Pro Preview Seed2.1 Pro Preview | ByteDance | Proprietary | Not listed | 1520#53 1514-1526 CI 15,037 votes | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Not listed | Oct 18, 2026 |
Benchmark guide
What the scores mean.
A quick reading key for comparing models without over-interpreting small differences or missing source data.
What do the Arena columns measure?
Text, Code, Vision, Search, and Docs are separate public Arena views. They compare models in head-to-head preference evaluations for the specific task type, so scores should be read within each column rather than as one universal intelligence number.
How should I read score, rank, CI, and votes?
The main score is the leaderboard rating and the rank is that model's position in the same Arena view. CI is the confidence interval around the score, and votes show the amount of comparison data behind it. When confidence intervals overlap, small rank gaps deserve extra caution.
What does SWE-bench mean?
SWE-bench tracks how often a model solves real software-engineering issues from GitHub repositories. The table uses matched benchmark rows for model-level comparison, with higher percentages indicating more verified tasks solved.
What do price, latency, and speed mean?
Price is the estimated blended cost per one million tokens. Latency is time to first token, so lower is better. Speed is output throughput after generation begins, so higher is better.
Why are some benchmark cells empty?
An empty cell usually means the model is not listed in that source, the benchmark has not published a comparable score, or the public model name could not be matched confidently. It should not be treated as a zero score.
