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Human ratings

Multi-turn (human ratings)

A category computed only from conversations with multiple turns.

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 1544 ±17−81517rank 1–3$2$101.05MGoogle Released 2026-⁠09 Week change −8 Price $2 / $10 Length 1.05M
1–22Muse WonderMetaRating 1519 ±20−251509rank 1–8$4$201.05MMeta Released 2026-⁠10 Week change −25 Price $4 / $20 Length 1.05M
2–9Claude Fable 5AnthropicRating 1517 ±8−11503rank 2–9$10$501MAnthropic Released 2026-⁠06 Week change −1 Price $10 / $50 Length 1M
2–9Claude Opus 4.6AnthropicRating 1516 ±6−11503rank 2–9$5$251MAnthropic Released 2026-⁠02 Week change −1 Price $5 / $25 Length 1M
2–9Claude Opus 4.7AnthropicRating 1516 ±701501rank 2–10$5$251MAnthropic Released 2026-⁠04 Price $5 / $25 Length 1M
1–26Muse Spark 1.2MetaRating 1511 ±16+21491rank 6–25$1.25$4.251.05MMeta Released 2026-⁠08 Week change +2 Price $1.25 / $4.25 Length 1.05M
2–25Gemini 3.8 FlashGoogleRating 1504 ±8+31496rank 4–15$0.75$3.751.05MGoogle Released 2026-⁠09 Week change +3 Price $0.75 / $3.75 Length 1.05M
2–37Claude Opus 5.5AnthropicRating 1503 ±17+21509rank 1–7$4$201MAnthropic Released 2026-⁠09 Week change +2 Price $4 / $20 Length 1M
2–27Kimi K3⁠MoonshotRating 1502 ±9+21487rank 8–27$3$151.05MMoonshot Released 2026-⁠07 Week change +2 Price $3 / $15 Length 1.05M
5–31Claude Opus 4.8AnthropicRating 1497 ±701481rank 12–36$5$251MAnthropic Released 2026-⁠05 Price $5 / $25 Length 1M
5–30Gemini 3.1 Pro (preview)GoogleRating 1496 ±501487rank 10–26$2$121.05MGoogle Released 2026-⁠02 Price $2 / $12 Length 1.05M
5–34Gemini 3 ProGoogleRating 1496 ±801486rank 10–29——1.05MGoogle Released 2025-⁠11 Price — Length 1.05M
5–35Muse Spark 1.1MetaRating 1496 ±8+11490rank 8–23$1.25$4.251MMeta Released 2026-⁠07 Week change +1 Price $1.25 / $4.25 Length 1M
5–37GPT-5.2 ChatOpenAIRating 1495 ±801476rank 19–42——128KOpenAI Released 2026-⁠02 Price — Length 128K
5–44Muse Spark 1.3MetaRating 1494 ±11+41496rank 3–15$1.25$4.251.05MMeta Released 2026-⁠09 Week change +4 Price $1.25 / $4.25 Length 1.05M
5–52Muse SparkMetaRating 1493 ±1301489rank 8–27———Meta Released 2026-⁠04 Price — Length —
5–42Qwen3.8 MaxAlibabaRating 1493 ±9+31483rank 10–36$2$61MAlibaba Released 2026-⁠08 Week change +3 Price $2 / $6 Length 1M
5–37GPT-5.4OpenAIRating 1493 ±701475rank 19–42$2.5$151.05MOpenAI Released 2026-⁠03 Price $2.5 / $15 Length 1.05M
6–47GPT-5.6 SolOpenAIRating 1490 ±8+11485rank 10–30$4$201.05MOpenAI Released 2026-⁠07 Week change +1 Price $4 / $20 Length 1.05M
5–54Gemini 3.7 FlashGoogleRating 1489 ±901490rank 8–25$0.75$3.751.05MGoogle Released 2026-⁠08 Price $0.75 / $3.75 Length 1.05M
6–55Gemini 3.6 FlashGoogleRating 1488 ±8+11483rank 10–35$0.75$3.751.05MGoogle Released 2026-⁠07 Week change +1 Price $0.75 / $3.75 Length 1.05M
5–61Claude Fable 5.1AnthropicRating 1488 ±13+11503rank 2–10$10$501MAnthropic Released 2026-⁠09 Week change +1 Price $10 / $50 Length 1M
8–51GPT-5.5OpenAIRating 1487 ±7+11482rank 12–36$5$301.05MOpenAI Released 2026-⁠04 Week change +1 Price $5 / $30 Length 1.05M
7–56Claude Opus 5AnthropicRating 1487 ±9+21491rank 8–22$5$251MAnthropic Released 2026-⁠07 Week change +2 Price $5 / $25 Length 1M
9–57Claude Opus 4.5AnthropicRating 1485 ±801474rank 23–46$5$25200KAnthropic Released 2025-⁠11 Price $5 / $25 Length 200K
6–65GPT-6 AstraOpenAIRating 1485 ±14−11476rank 17–44$10$501.05MOpenAI Released 2026-⁠09 Week change −1 Price $10 / $50 Length 1.05M
9–61Grok 4.20 (beta1)xAIRating 1483 ±901475rank 19–45————xAI Released — Price — Length —
9–61GPT-5.5 InstantOpenAIRating 1483 ±901473rank 20–50———OpenAI Released 2026-⁠05 Price — Length —
5–70GPT-6.1 SolOpenAIRating 1483 ±18+31480rank 10–41$2$101.05MOpenAI Released 2026-⁠09 Week change +3 Price $2 / $10 Length 1.05M
5–75Qwen3.7 Max (preview)AlibabaRating 1482 ±2301474rank 15–53————Alibaba Released — Price — Length —
11–61Gemini 3 FlashGoogleRating 1482 ±901473rank 23–49——1.05MGoogle Released 2025-⁠12 Price — Length 1.05M
13–61Claude Sonnet 4.6AnthropicRating 1481 ±601472rank 24–49$3$151MAnthropic Released 2026-⁠02 Price $3 / $15 Length 1M
12–61Gemini 3.5 FlashGoogleRating 1480 ±701477rank 18–41$1.5$91.05MGoogle Released 2026-⁠05 Price $1.5 / $9 Length 1.05M
16–61MiMo-V2.5 Pro⁠XiaomiRating 1480 ±6−11466rank 34–53$0.435$0.871.05MXiaomi Released 2026-⁠04 Week change −1 Price $0.435 / $0.87 Length 1.05M
16–62Grok 4.20 Beta Reasoning (0309)xAIRating 1479 ±701472rank 24–50——2M—xAI Released — Price — Length 2M
11–66GLM-5.3⁠Z.aiRating 1478 ±1001481rank 11–38$1.4$4.41MZ.ai Released 2026-⁠08 Price $1.4 / $4.4 Length 1M
16–64GLM-5.1⁠Z.aiRating 1478 ±701465rank 36–53$1.4$4.4200KZ.ai Released 2026-⁠04 Price $1.4 / $4.4 Length 200K
17–62Claude Sonnet 4.5AnthropicRating 1477 ±6−11456rank 49–69$3$15200KAnthropic Released 2025-⁠09 Week change −1 Price $3 / $15 Length 200K
13–66Qwen3.5 Max (preview)AlibabaRating 1477 ±1001465rank 36–60————Alibaba Released — Price — Length —
16–66GLM-5.3 Flash⁠Z.aiRating 1476 ±9+21476rank 19–43$0.15$0.51MZ.ai Released 2026-⁠08 Week change +2 Price $0.15 / $0.5 Length 1M
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