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Human ratings

Overall (excluding ties, human ratings)

Reads as a category computed without tied votes (no official definition is published).

How to read this table

  • Higher rows are rated higher. A range like “1–2” means the gap is within the margin of error.
  • The rating comes from people comparing two answers and picking the better one.
  • At a gap of 50, the higher model is picked about 57% of the time; 100 means 64%, 200 means 76%.
  • Prices are a guide per million tokens, reading then writing.
  • Length is how much text the model can read at once (tokens).

± range of the top model

RankModelDeveloperratingrating scale 1450 to 1600Week
change
OverallInput $
/1M
Output $
/1M
ContextSupportsWeightsReleasedPrice and specs
1–3Gemini 4 ArgonGoogleRating 1543 ±9−101517rank 1–3$2$101.05MGoogle Released 2026-⁠09 Week change −10 Price $2 / $10 Length 1.05M
1–7Muse WonderMetaRating 1533 ±11−61509rank 1–8$4$201.05MMeta Released 2026-⁠10 Week change −6 Price $4 / $20 Length 1.05M
1–8Claude Opus 5.5AnthropicRating 1530 ±9+31509rank 1–7$4$201MAnthropic Released 2026-⁠09 Week change +3 Price $4 / $20 Length 1M
2–9Claude Fable 5AnthropicRating 1523 ±501503rank 2–9$10$501MAnthropic Released 2026-⁠06 Price $10 / $50 Length 1M
2–10Claude Fable 5.1AnthropicRating 1523 ±8+41503rank 2–10$10$501MAnthropic Released 2026-⁠09 Week change +4 Price $10 / $50 Length 1M
2–9Claude Opus 4.6AnthropicRating 1522 ±4−11503rank 2–9$5$251MAnthropic Released 2026-⁠02 Week change −1 Price $5 / $25 Length 1M
2–10Claude Opus 4.7AnthropicRating 1519 ±501501rank 2–10$5$251MAnthropic Released 2026-⁠04 Price $5 / $25 Length 1M
3–16Muse Spark 1.3MetaRating 1514 ±7+21496rank 3–15$1.25$4.251.05MMeta Released 2026-⁠09 Week change +2 Price $1.25 / $4.25 Length 1.05M
4–14Gemini 3.8 FlashGoogleRating 1514 ±6−11496rank 4–15$0.75$3.751.05MGoogle Released 2026-⁠09 Week change −1 Price $0.75 / $3.75 Length 1.05M
6–23Muse Spark 1.2MetaRating 1507 ±9−51491rank 6–25$1.25$4.251.05MMeta Released 2026-⁠08 Week change −5 Price $1.25 / $4.25 Length 1.05M
8–22Claude Opus 5AnthropicRating 1506 ±6+11491rank 8–22$5$251MAnthropic Released 2026-⁠07 Week change +1 Price $5 / $25 Length 1M
8–22Gemini 3.7 FlashGoogleRating 1505 ±6+31490rank 8–25$0.75$3.751.05MGoogle Released 2026-⁠08 Week change +3 Price $0.75 / $3.75 Length 1.05M
8–22Muse Spark 1.1MetaRating 1505 ±501490rank 8–23$1.25$4.251MMeta Released 2026-⁠07 Price $1.25 / $4.25 Length 1M
8–27Muse SparkMetaRating 1502 ±801489rank 8–27———Meta Released 2026-⁠04 Price — Length —
10–23Gemini 3.1 Pro (preview)GoogleRating 1502 ±401487rank 10–26$2$121.05MGoogle Released 2026-⁠02 Price $2 / $12 Length 1.05M
9–27Kimi K3⁠MoonshotRating 1501 ±6−11487rank 8–27$3$151.05MMoonshot Released 2026-⁠07 Week change −1 Price $3 / $15 Length 1.05M
9–27Gemini 3 ProGoogleRating 1501 ±501486rank 10–29——1.05MGoogle Released 2025-⁠11 Price — Length 1.05M
10–27GPT-5.6 SolOpenAIRating 1501 ±601485rank 10–30$4$201.05MOpenAI Released 2026-⁠07 Price $4 / $20 Length 1.05M
10–37Qwen3.8 MaxAlibabaRating 1496 ±6+11483rank 10–36$2$61MAlibaba Released 2026-⁠08 Week change +1 Price $2 / $6 Length 1M
10–37Gemini 3.6 FlashGoogleRating 1495 ±601483rank 10–35$0.75$3.751.05MGoogle Released 2026-⁠07 Price $0.75 / $3.75 Length 1.05M
13–38Claude Opus 4.8AnthropicRating 1494 ±501481rank 12–36$5$251MAnthropic Released 2026-⁠05 Price $5 / $25 Length 1M
10–40GPT-6.1 SolOpenAIRating 1493 ±10−51480rank 10–41$2$101.05MOpenAI Released 2026-⁠09 Week change −5 Price $2 / $10 Length 1.05M
15–38GPT-5.5OpenAIRating 1492 ±501482rank 12–36$5$301.05MOpenAI Released 2026-⁠04 Price $5 / $30 Length 1.05M
15–40GLM-5.3⁠Z.aiRating 1490 ±7+31481rank 11–38$1.4$4.41MZ.ai Released 2026-⁠08 Week change +3 Price $1.4 / $4.4 Length 1M
10–48MiMo-V2.6 Pro⁠XiaomiRating 1489 ±13+11480rank 10–44$0.435$0.871.05MXiaomi Released 2026-⁠09 Week change +1 Price $0.435 / $0.87 Length 1.05M
15–41GPT-6 AstraOpenAIRating 1489 ±801476rank 17–44$10$501.05MOpenAI Released 2026-⁠09 Price $10 / $50 Length 1.05M
19–41Gemini 3.5 FlashGoogleRating 1487 ±501477rank 18–41$1.5$91.05MGoogle Released 2026-⁠05 Price $1.5 / $9 Length 1.05M
15–46Claude Sonnet 5.5AnthropicRating 1487 ±10+31478rank 14–44$2$101MAnthropic Released 2026-⁠09 Week change +3 Price $2 / $10 Length 1M
19–41GPT-5.2 ChatOpenAIRating 1486 ±501476rank 19–42——128KOpenAI Released 2026-⁠02 Price — Length 128K
19–46DeepSeek-V4.1 Flash⁠DeepSeekRating 1485 ±8+21476rank 17–46——1MDeepSeek Released 2026-⁠09 Week change +2 Price — Length 1M
19–42GLM-5.2⁠Z.aiRating 1485 ±501475rank 19–43$1.4$4.41MZ.ai Released 2026-⁠06 Price $1.4 / $4.4 Length 1M
19–42Gemini 3 FlashGoogleRating 1485 ±601473rank 23–49——1.05MGoogle Released 2025-⁠12 Price — Length 1.05M
19–42Claude Opus 4.5AnthropicRating 1485 ±501474rank 23–46$5$25200KAnthropic Released 2025-⁠11 Price $5 / $25 Length 200K
21–42GPT-5.4OpenAIRating 1485 ±501475rank 19–42$2.5$151.05MOpenAI Released 2026-⁠03 Price $2.5 / $15 Length 1.05M
19–46GPT-5.5 InstantOpenAIRating 1484 ±601473rank 20–50———OpenAI Released 2026-⁠05 Price — Length —
19–46GLM-5.3 Flash⁠Z.aiRating 1484 ±6+21476rank 19–43$0.15$0.51MZ.ai Released 2026-⁠08 Week change +2 Price $0.15 / $0.5 Length 1M
19–46Grok 4.20 (beta1)xAIRating 1484 ±601475rank 19–45————xAI Released — Price — Length —
23–46Claude Sonnet 4.6AnthropicRating 1482 ±501472rank 24–49$3$151MAnthropic Released 2026-⁠02 Price $3 / $15 Length 1M
19–53Qwen3.7 Max (preview)AlibabaRating 1482 ±1301474rank 15–53————Alibaba Released — Price — Length —
23–49Grok 4.20 Beta Reasoning (0309)xAIRating 1480 ±501472rank 24–50——2M—xAI Released — Price — Length 2M
How to read this page
  • These ratings exclude the effect of response length and formatting. Differences where the ± ranges overlap are within the margin of error, so about the same.
  • In the Supports column the icons are, from left: can use tools / can read images / can answer in a fixed format (JSON); faded means not supported or unknown.
  • Open-weights models have their contents (the weights) published, so you can also run them on your own computer or server. Models without the open-weights mark are normally used through the developer's own services (apps or API); for some models the weights status is unknown.
  • Names such as ChatGPT next to a model are the consumer services its developer offers. Check on the service itself whether that model is available there.

Data: Arena, Epoch AI, Swallow LLM team (CC BY 4.0), Models.dev (MIT), updated 2026-⁠10-⁠24, data sources