By the lab's own price

AI models ranked by price

Flagship and cheap API models, priced from each lab's own page and ranked three ways. Where a score is blank, the openly licensed source had no row we were willing to match by hand.

Leaderboard history

Blended price: three input tokens for every one output token, per million tokens. Lower is cheaper.

Blended price, in this order

Each bar is the blended price per million tokens, on a log scale so the cheap models still show. Rank 1 is highlighted in amber.

  1. 1Qwen3.7 Flash$0.055
  2. 2Ministral 3 3B$0.10
  3. 3GPT-5 nano$0.1375
  4. 4Ministral 3 8B$0.15
  5. 5Claude Haiku 5.5$0.20
  6. 6GPT-6 Luna$0.20
  7. 7Qwen3.8 Flash$0.23
  8. 8GPT-4o mini$0.2625
  9. 9Mistral Small 4$0.2625
  10. 10GPT-5.6 Luna$0.45

Score against price

Epoch Capabilities Index against blended price. The dashed line is the value frontier: nothing cheaper scores higher.

120130140150160$0.10Qwen3.7 Flash by Alibaba. Epoch score 144.14, blended $0.055.Qwen3.7 FlashGPT-5 nano by OpenAI. Epoch score 139.25, blended $0.1375.Claude Haiku 5.5 by Anthropic. Epoch score 160.37, blended $0.20.Claude Haiku 5.5GPT-6 Luna by OpenAI. Epoch score 156.75, blended $0.20.GPT-4o mini by OpenAI. Epoch score 126.45, blended $0.2625.GPT-5.6 Luna by OpenAI. Epoch score 156.67, blended $0.45.

Epoch Capabilities IndexBlended price per million tokens, log scale

Value frontierRank 1OpenAIAnthropicMistralAlibaba

Value frontier: Qwen3.7 Flash, GPT-6 Luna, Claude Haiku 5.5

Qwen3.7 Flash · Alibaba · ECI 144.14 · blended $0.055

Blended price: three input tokens for every one output token, per million tokens. Lower is cheaper.
RankModelLabInputOutputBlendedECIArenaNote
1Qwen3.7 FlashAlibabaListed companyBABA9988.HK$0.03$0.13$0.055144.14—International price, Singapore, for prompts up to 32K tokens. From 32K to 256K the page lists $0.10 input and $0.40 output; from 256K to 1M, $0.20 and $0.80.
2Ministral 3 3BMistralListed stakeASML$0.10$0.10$0.10——
3GPT-5 nanoOpenAIListed stakeMSFT$0.05$0.40$0.1375139.25—
4Ministral 3 8BMistralListed stakeASML$0.15$0.15$0.15——
5Claude Haiku 5.5AnthropicListed stakeGOOGLAMZN$0.10$0.50$0.20160.37—This rate is for prompts up to 100,000 tokens. Over that, the page lists $0.50 input and $2.50 output. Claude 4.7 and later use a newer tokenizer, about 30% more tokens for the same text.
6GPT-6 LunaOpenAIListed stakeMSFT$0.10$0.50$0.20156.75—Short-context rate, for prompts up to 272K input tokens. Longer prompts are priced higher on the same page.
7Qwen3.8 FlashAlibabaListed companyBABA9988.HK$0.15$0.47$0.23——International price, Singapore region, on Alibaba Cloud Model Studio. Other regions on the same page differ.
8GPT-4o miniOpenAIListed stakeMSFT$0.15$0.60$0.2625126.45—
9Mistral Small 4MistralListed stakeASML$0.15$0.60$0.2625——
10GPT-5.6 LunaOpenAIListed stakeMSFT$0.20$1.20$0.45156.67—Short-context rate, for prompts up to 272K input tokens. Longer prompts are priced higher on the same page.

Showing 10 of 32 models · Free with Spectator

11DeepSeek V4.1 FlashDeepSeekPrivate, no listed exposure$0.30$1.20$0.525158.83—Peak rate. Off-peak is half. Peak hours are 01:00–04:00 and 06:00–10:00 UTC, Monday to Friday, excluding Chinese public holidays.
12Gemini 3.1 Flash-LiteGoogleListed companyGOOGL$0.25$1.50$0.5625144.34—Standard paid rate for text. Batch is half. The page states no end date for this price.
13Gemini 3.5 Flash-LiteGoogleListed companyGOOGL$0.30$2.50$0.85144.971435.5Standard paid rate for text. Batch is half. The page states no end date for this price.
14Mistral Large 4MistralListed stakeASML$0.70$2.10$1.05150.591430.1Cached input is listed separately and is lower. That discount is not the rate ranked here.
15Qwen3.8 27BAlibabaListed companyBABA9988.HK$0.50$3$1.125151.8—International price, Singapore region, on Alibaba Cloud Model Studio. Other regions on the same page differ.
16Gemini 3.8 FlashGoogleListed companyGOOGL$0.75$3.75$1.50157.64—Standard paid rate through 31 December 2026, then $1.50 input and $7.50 output. Batch and Flex are half.
17Grok 4.20xAIWholly owned by the listed companySPCX$1.25$2.50$1.5625152.26—Rate below 200,000 prompt tokens. At or above that, the whole request is billed at the long-context rate on the same page.
18Grok 4.3xAIWholly owned by the listed companySPCX$1.25$2.50$1.5625—1396.9Rate below 200,000 prompt tokens. At or above that, the whole request is billed at the long-context rate on the same page.
19DeepSeek V4 ProDeepSeekPrivate, no listed exposure$1.32$3.96$1.98155.87—Peak rate. Off-peak is half. Peak hours are 01:00–04:00 and 06:00–10:00 UTC, Monday to Friday, excluding Chinese public holidays.
20GPT-6.1 TerraOpenAIListed stakeMSFT$1$5$2168.11—Short-context rate, for prompts up to 272K input tokens. Longer prompts are priced higher on the same page.
21Muse Spark 1.3MetaListed companyMETA$1.25$4.25$2157.37—Standard mode. Contributor mode is cheaper and lets Meta train on your content. That rate is not ranked here.
22Grok 4.7xAIWholly owned by the listed companySPCX$2$6$3154.55—Rate below 200,000 prompt tokens. At or above that, the whole request is billed at the long-context rate on the same page.
23Qwen3.8 MaxAlibabaListed companyBABA9988.HK$2$6$3157.981483.3International price, Singapore region, on Alibaba Cloud Model Studio. Other regions on the same page differ.
24Claude Sonnet 5.5AnthropicListed stakeGOOGLAMZN$2$10$4166.74—Claude 4.7 and later use a newer tokenizer, about 30% more tokens for the same text.
25Gemini 4 ArgonGoogleListed companyGOOGL$2$10$4166.07—Standard paid rate through 30 November 2026, then $4 input and $20 output. Not on the free tier. Batch and Flex are half; Priority is higher.
26GPT-6.1 SolOpenAIListed stakeMSFT$2$10$4167.82—Short-context rate, for prompts up to 272K input tokens. Longer prompts are priced higher on the same page.
27Claude Opus 5.5AnthropicListed stakeGOOGLAMZN$4$20$8168.4—Claude 4.7 and later use a newer tokenizer, about 30% more tokens for the same text.
28GPT-5.6 SolOpenAIListed stakeMSFT$4$20$8162.55—Short-context promotional rate, for prompts up to 272K input tokens, in force at least through 21 November 2026. The page does not state the price after that. Longer prompts cost more on the same page.
29Muse Wonder 1.0MetaListed companyMETA$4$20$8161.71—Standard mode. Contributor mode is cheaper and lets Meta train on your content. That rate is not ranked here.
30Claude Fable 5AnthropicListed stakeGOOGLAMZN$10$50$20163.02—Claude 4.7 and later use a newer tokenizer, about 30% more tokens for the same text.
31Claude Fable 5.1AnthropicListed stakeGOOGLAMZN$10$50$20166.36—Claude 4.7 and later use a newer tokenizer, about 30% more tokens for the same text.
32GPT-6 AstraOpenAIListed stakeMSFT$10$50$20169.06—Short-context rate, for prompts up to 272K input tokens. Longer prompts are priced higher on the same page.

Input, output and blended are US dollars per million tokens.

Read this before you trust a rank

  • The same model can cost a different amount on another host. These are the lab's own API, standard rate, read on 2 November 2026.
  • Cached input and batch jobs are cheaper than the rates in this table. Those discounts are not in the rank.
  • The blend assumes three input tokens for every one output token. A long answer costs more than this; a short one costs less.
  • Some prices are promotions with an end date in the note. When that date passes, the rank moves.
  • DeepSeek's off-peak rate is half the peak rate shown here. Peak hours are 01:00–04:00 and 06:00–10:00 UTC, Monday to Friday, excluding Chinese public holidays.
  • Claude 4.7 and later count about 30% more tokens for the same text than Claude Sonnet 4.6 and earlier. A lower price per token is not a lower price per page.

Sources

Capability scores: the Epoch AI Capabilities Index, under the Creative Commons Attribution licence, estimates downloaded 2 November 2026. Epoch AI index · ECI estimates

Text ratings, only where the arena's model name matched ours exactly: the LMArena leaderboard dataset, Creative Commons Attribution 4.0, published 28 October 2026. A blank means we would not guess. LMArena dataset

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