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Ranking · AI models

Best AI models: overall ranking

Ranked by the LLM Stats composite index, with the official price next to each.

Data reviewed on Nov 4, 2026 · 28 of 36 models publish this figure.

  1. 01
    59.9LLM Stats index
  2. 02
    57.9LLM Stats index
  3. 03
    57.3LLM Stats index
#ModelLLM Stats indexBlended priceCost-benefitContext
01Claude Opus 5.5Anthropic59.9$8.007.5 pts/USD1.00M
02Claude Sonnet 5.5Anthropic57.9$4.0014.5 pts/USD1.00M
03GPT-6 AstraOpenAI57.3$20.002.9 pts/USD1.05M
04Kimi K3.1 ProMoonshot AI55.6$4.0013.9 pts/USD1.05M
05Gemini 4 ArgonGoogle54.4$4.0013.6 pts/USD1.05M
06GPT-6.1 SolOpenAI53.4$4.0013.3 pts/USD1.05M
07Claude Opus 5Anthropic53.4$10.005.3 pts/USD1.00M
08Claude Fable 5.1Anthropic52.8$20.002.6 pts/USD1.00M
09GPT-5.6 SolOpenAI52.7$8.006.6 pts/USD1.05M
10Muse Spark 1.3Meta52.0$2.0026.0 pts/USD—
11Kimi K3Moonshot AI51.4$6.008.6 pts/USD1.05M
12DeepSeek V4.1 FlashDeepSeek50.9$0.52597.0 pts/USD1.00M
13GLM-5.3Z.ai (Zhipu AI)50.5$2.1523.5 pts/USD—
14Qwen3.8 MaxAlibaba Cloud50.4$3.0016.8 pts/USD—
15DeepSeek V4 ProDeepSeek49.5$1.9825.0 pts/USD1.00M
16Claude Haiku 5.5Anthropic49.4$0.20247.0 pts/USD1.00M
17GPT-5.6 TerraOpenAI49.0$4.5010.9 pts/USD1.05M
18Gemini 3.8 FlashGoogle48.9$1.5032.6 pts/USD1.05M
19MiniMax M3.1 FlashMiniMax48.4$0.2625184.4 pts/USD—
20GLM-5.3 FlashZ.ai (Zhipu AI)48.3$0.2375203.4 pts/USD—
21Qwen3.8 FlashAlibaba Cloud47.8$0.23207.8 pts/USD—
22GPT-6.1 TerraOpenAI47.6$2.0023.8 pts/USD1.05M
23Claude Sonnet 5Anthropic46.9$4.0011.7 pts/USD1.00M
24Mistral Large 4Mistral AI46.9$1.0544.7 pts/USD1.00M
25Grok 4.7xAI46.3$3.0015.4 pts/USD500K
26Grok 4.6xAI44.3$3.0014.8 pts/USD500K
27GPT-5.6 LunaOpenAI44.0$0.4597.8 pts/USD1.05M
28GPT-6 LunaOpenAI43.1$0.20215.5 pts/USD1.05M

How it is calculated

  • The indexes (overall, reasoning, coding) are the ones LLM Stats publishes; Codifly does not run these tests.
  • Prices are each provider's official standard API prices, without caching or batching.
  • The blended price weighs 3 input tokens per output token; cost-benefit divides the overall index by that price.
Methodology and sources

Which one fits your case?

The top of a ranking is not always the most cost-effective at your volume. Estimate your cost or ask us for a written recommendation.

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Frequently asked questions

Which is the best AI model for overall index?

Claude Opus 5.5 (59.9) leads this ranking, followed by Claude Sonnet 5.5 (57.9) · GPT-6 Astra (57.3). Data reviewed on Nov 4, 2026.

Which model in this ranking has the best price-performance?

Claude Haiku 5.5: 247.0 LLM Stats index points per dollar, at a blended price of $0.20 per million tokens.

How is this ranking calculated?

The indexes (overall, reasoning, coding) are the ones LLM Stats publishes; Codifly does not run these tests. Prices are each provider's official standard API prices, without caching or batching. The blended price weighs 3 input tokens per output token; cost-benefit divides the overall index by that price.

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