Data

LLM API prices

Per-token prices for 495 text models across 80 sellers, from Anthropic, Google, OpenAI, and xAI to Amazon Bedrock and the inference hosts. Input, cached input, output, batch, and context limits, in US dollars per million tokens, checked November 10, 2026.

495Models
80Sellers
1,433Rates
Key findings

What the data shows

  • As of November 10, 2026, output prices from the labs themselves run from $0.10 per million tokens (Ministral 3 3B) to $180 (gpt-5.5-pro and gpt-5.4-pro), a spread of 1,800 times.
  • DeepSeek V4.1 Flash 1017 is listed by 38 sellers, the most of any model here. Its output price runs from $0.15 (Sail Research) to $1.20 (Together, Makora, Phala, Crusoe, CoreWeave, Near AI, Venice, Nebius, BaseTen, and Parasail).
  • Output costs a median of 5 times as much as input across the 82 lab models compared.
  • A cached input token costs from 2 percent of the full input price (deepseek-flash) to 50 percent (gpt-4o and gpt-4o-mini).
  • 132 of the 140 official batch rates are exactly half the standard input and output prices.
  • Gemini 4 Argon rises to $4 input and $20 output on December 1, 2026.
  • Gemini 3.8 Flash and Gemini 3.6 Flash rise to $1.50 input and $7.50 output on January 1, 2027.
$0.10$1$10$100AnthropicClaude Haiku 5.5: $0.50 output per million tokensClaude Haiku 4.5: $5 output per million tokensClaude Sonnet 5.5: $10 output per million tokensClaude Sonnet 5: $10 output per million tokensClaude Sonnet 4.6: $15 output per million tokensClaude Sonnet 4.5: $15 output per million tokensClaude Opus 5.5: $20 output per million tokensClaude Opus 5: $25 output per million tokensClaude Opus 4.8: $25 output per million tokensClaude Opus 4.7: $25 output per million tokensClaude Opus 4.6: $25 output per million tokensClaude Opus 4.5: $25 output per million tokensClaude Fable 5.2: $40 output per million tokensClaude Fable 5.1: $50 output per million tokensClaude Fable 5: $50 output per million tokensGoogleGemini 2.5 Flash-Lite: $0.40 output per million tokensGemini 3.1 Flash-Lite: $1.50 output per million tokensGemini 3.5 Flash-Lite: $2.50 output per million tokensGemini 3 Flash Preview: $3 output per million tokensGemini 3.8 Flash: $3.75 output per million tokensGemini 3.6 Flash: $3.75 output per million tokensGemini 4 Argon: $10 output per million tokensGemini 3.1 Pro Preview: $12 output per million tokensOpenAIgpt-5-nano: $0.40 output per million tokensgpt-6-luna: $0.50 output per million tokensgpt-4o-mini: $0.60 output per million tokensgpt-5.6-luna: $1.20 output per million tokensgpt-5.4-nano: $1.25 output per million tokensgpt-4.1-mini: $1.60 output per million tokensgpt-5-mini: $2 output per million tokensgpt-5.4-mini: $4.50 output per million tokensgpt-6.1-terra: $5 output per million tokensgpt-4.1: $8 output per million tokenso3: $8 output per million tokensgpt-6.1-sol: $10 output per million tokensgpt-6-sol: $10 output per million tokensgpt-5.1: $10 output per million tokensgpt-5: $10 output per million tokensgpt-4o: $10 output per million tokensgpt-5.6-terra: $12 output per million tokensgpt-5.2: $14 output per million tokensgpt-5.4: $15 output per million tokensgpt-5.6-sol: $20 output per million tokensgpt-5.5: $30 output per million tokensgpt-6-astra: $50 output per million tokenso3-pro: $80 output per million tokensgpt-5-pro: $120 output per million tokensgpt-5.2-pro: $168 output per million tokensgpt-5.5-pro: $180 output per million tokensgpt-5.4-pro: $180 output per million tokensgpt-5.5-pro $180xAIgrok-build-0.1: $2 output per million tokensgrok-4.3: $2.50 output per million tokensgrok-4.20-0309-reasoning: $2.50 output per million tokensgrok-4.20-0309-non-reasoning: $2.50 output per million tokensgrok-4.20-multi-agent-0309: $2.50 output per million tokensgrok-4.7: $6 output per million tokensgrok-4.6: $6 output per million tokensgrok-4.5: $6 output per million tokensDeepSeekdeepseek-flash: $1.20 output per million tokensdeepseek-v4-pro: $3.96 output per million tokensMistral AIMinistral 3 3B: $0.10 output per million tokensMinistral 3 8B: $0.15 output per million tokensMinistral 3 14B: $0.20 output per million tokensMistral Small 4: $0.60 output per million tokensCodestral: $0.90 output per million tokensMistral Large 4: $2.10 output per million tokensMinistral 3 3B $0.10Z.aiGLM-5.3-Flash: $0.50 output per million tokensGLM-5.3-FlashX: $1.25 output per million tokensGLM-5.3-FlashX-Legal: $1.25 output per million tokensGLM-4.7: $2.2 output per million tokensGLM-4.6: $2.2 output per million tokensGLM-5: $3.20 output per million tokensGLM-5.3: $4.4 output per million tokensGLM-5.2: $4.4 output per million tokensGLM-5.1: $4.4 output per million tokensMiniMaxMiniMax-M3.1-Flash: $0.60 output per million tokensMiniMax-H3-Context-IR: $3.60 output per million tokensInception LabsMercury 3: $0.35 output per million tokensMercury Voice: $0.75 output per million tokensMercury 2.5: $0.75 output per million tokensMercury 2: $0.75 output per million tokensMercury Edit 2: $0.75 output per million tokensOutput price, US dollars per million tokens, log scaleSource: aifordevs.org/data/llm-pricing, November 10, 2026
Fig. 1Each square is one lab model's base output rate. 82 models from 9 labs, checked November 10, 2026.
The data

Every rate

US dollars per million tokens, checked November 10, 2026. Sort any column. The downloads add cache write and storage, flex and priority tiers, maximum output, and scheduled changes.
Narrow it down
Sold by
Seller
Model maker
Rates

1433 rates

Model
Claude Fable 5.2Anthropic$8$0.20$40$4$201M
Claude Mythos 5.2AnthropicLimited access$8$0.20$40$4$20n/a
Claude Fable 5.1Anthropic$10$0.25$50$5$251M
Claude Mythos 5.1AnthropicLimited access$10$0.25$50$5$25n/a
Claude Fable 5Anthropic$10$1$50$5$251M
Claude Mythos 5AnthropicLimited access$10$1$50$5$25n/a
Claude Opus 5.5Anthropic$4$0.20$20$2$101M
Claude Opus 5Anthropic$5$0.50$25$2.50$12.501M
Claude Opus 4.8Anthropic$5$0.50$25$2.50$12.501M
Claude Opus 4.7Anthropic$5$0.50$25$2.50$12.501M
Claude Opus 4.6Anthropic$5$0.50$25$2.50$12.501M
Claude Opus 4.5Anthropic$5$0.50$25$2.50$12.50200K
Claude Sonnet 5.5Anthropic$2$0.10$10$1$51M
Claude Sonnet 5Anthropic$2$0.20$10$1$51M
Claude Sonnet 4.6Anthropic$3$0.30$15$1.50$7.501M
Claude Sonnet 4.5Anthropic$3$0.30$15$1.50$7.501M
Claude Haiku 5.5AnthropicPrompts up to 100,000 tokens$0.10$0.01$0.50$0.05$0.251M
Claude Haiku 5.5AnthropicPrompts over 100,000 tokens$0.50$0.05$2.50$0.25$1.251M
Claude Haiku 4.5Anthropic$1$0.10$5$0.50$2.50200K
Gemini 4 ArgonGoogleRises to $4 input and $20 output on December 1, 2026$2$0.10$10$1$51M
Gemini 3.8 FlashGoogleRises to $1.50 input and $7.50 output on January 1, 2027$0.75$0.075$3.75$0.375$1.8751M
Gemini 3.6 FlashGoogleRises to $1.50 input and $7.50 output on January 1, 2027$0.75$0.075$3.75$0.375$1.8751M
Gemini 3.5 Flash-LiteGoogle$0.30$0.03$2.50$0.15$1.251M
Gemini 3.1 Flash-LiteGoogle$0.25$0.025$1.50$0.125$0.751M
Gemini 3.1 Pro PreviewGooglePrompts up to 200K tokensPreview$2$0.20$12$1$61M
Gemini 3.1 Pro PreviewGooglePrompts over 200K tokensPreview$4$0.40$18$2$91M
Gemini 3 Flash PreviewGooglePreview$0.50$0.05$3$0.25$1.501M
Gemini 2.5 ProGooglePrompts up to 200K tokensDeprecated$1.25$0.125$10$0.625$51M
Gemini 2.5 ProGooglePrompts over 200K tokensDeprecated$2.50$0.25$15$1.25$7.501M
Gemini 2.5 FlashGoogleDeprecated$0.30$0.03$2.50$0.15$1.251M
Gemini 2.5 Flash-LiteGoogle$0.10$0.01$0.40$0.05$0.201M
gpt-6-astraOpenAIShort context$10$1$50$5$251.1M
gpt-6-astraOpenAILong context$20$2$75$10$37.501.1M
gpt-6.1-solOpenAIShort context$2$0.10$10$1$51.1M
gpt-6.1-solOpenAILong context$4$0.20$15$2$7.501.1M
gpt-6.1-terraOpenAIShort context$1$0.05$5$0.50$2.501.1M
gpt-6.1-terraOpenAILong context$2$0.10$7.50$1$3.751.1M
gpt-6-lunaOpenAIShort context$0.10$0.01$0.50$0.05$0.251.1M
gpt-6-lunaOpenAILong context$0.20$0.02$0.75$0.10$0.3751.1M
gpt-6-solOpenAIShort context$2$0.20$10$1$51.1M
gpt-6-solOpenAILong context$4$0.40$15$2$7.501.1M
gpt-5.6-solOpenAIShort context$4$0.40$20$2$101.1M
gpt-5.6-solOpenAILong context$8$0.80$30$4$151.1M
gpt-5.6-terraOpenAIShort context$2$0.20$12$1$61.1M
gpt-5.6-terraOpenAILong context$4$0.40$18$2$91.1M
gpt-5.6-lunaOpenAIShort context$0.20$0.02$1.20$0.10$0.601.1M
gpt-5.6-lunaOpenAILong context$0.40$0.04$1.80$0.20$0.901.1M
gpt-5.5OpenAIShort context (under 272K)$5$0.50$30$2.50$151.1M
gpt-5.5OpenAILong context (272K or more)$10$1$45$5$22.501.1M
gpt-5.5-proOpenAIShort context (under 272K)$30n/a$180$15$901.1M
gpt-5.5-proOpenAILong context (272K or more)$60n/a$270n/an/a1.1M
gpt-5.4OpenAIShort context (under 272K)$2.50$0.25$15$1.25$7.501.1M
gpt-5.4OpenAILong context (272K or more)$5$0.50$22.50$2.50$11.251.1M
gpt-5.4-proOpenAIShort context (under 272K)$30n/a$180$15$901.1M
gpt-5.4-proOpenAILong context (272K or more)$60n/a$270$30$1351.1M
gpt-5.4-miniOpenAI$0.75$0.075$4.50$0.375$2.25400K
gpt-5.4-nanoOpenAI$0.20$0.02$1.25$0.10$0.625400K
gpt-5.2OpenAI$1.75$0.175$14$0.875$7400K
gpt-5.2-proOpenAI$21n/a$168$10.50$84400K
gpt-5.1OpenAI$1.25$0.125$10$0.625$5400K
gpt-5OpenAI$1.25$0.125$10$0.625$5400K
gpt-5-miniOpenAI$0.25$0.025$2$0.125$1400K
gpt-5-nanoOpenAI$0.05$0.005$0.40$0.025$0.20400K
gpt-5-proOpenAI$15n/a$120$7.50$60400K
gpt-4.1OpenAI$2$0.50$8$1$41M
gpt-4.1-miniOpenAI$0.40$0.10$1.60$0.20$0.801M
gpt-4oOpenAI$2.50$1.25$10$1.25$5128K
gpt-4o-miniOpenAI$0.15$0.075$0.60$0.075$0.30128K
o3-proOpenAI$20n/a$80$10$40200K
o3OpenAI$2$0.50$8$1$4200K
grok-4.7xAIUnder 200K prompt tokens$2$0.50$6n/an/a500K
grok-4.7xAI200K prompt tokens or more$4$1$12n/an/a500K
grok-4.6xAIUnder 200K prompt tokens$2$0.50$6n/an/a500K
grok-4.6xAI200K prompt tokens or more$4$1$12n/an/a500K
grok-4.5xAIUnder 200K prompt tokens$2$0.30$6n/an/a500K
grok-4.5xAI200K prompt tokens or more$4$0.60$12n/an/a500K
grok-4.3xAIUnder 200K prompt tokens$1.25$0.20$2.50n/an/a1M
grok-4.3xAI200K prompt tokens or more$2.50$0.40$5n/an/a1M
grok-4.20-0309-reasoningxAIUnder 200K prompt tokens$1.25$0.20$2.50n/an/a1M
grok-4.20-0309-reasoningxAI200K prompt tokens or more$2.50$0.40$5n/an/a1M
grok-4.20-0309-non-reasoningxAIUnder 200K prompt tokens$1.25$0.20$2.50n/an/a1M
grok-4.20-0309-non-reasoningxAI200K prompt tokens or more$2.50$0.40$5n/an/a1M
grok-build-0.1xAIUnder 200K prompt tokens$1$0.20$2n/an/a256K
grok-build-0.1xAI200K prompt tokens or more$2$0.40$4n/an/a256K
grok-4.20-multi-agent-0309xAIUnder 200K prompt tokens$1.25$0.20$2.50n/an/a1M
grok-4.20-multi-agent-0309xAI200K prompt tokens or more$2.50$0.40$5n/an/a1M
deepseek-flashDeepSeekPeak hours$0.30$0.006$1.20n/an/a1M
deepseek-v4-proDeepSeekPeak hours$1.32$0.044$3.96n/an/a1M
deepseek-flashDeepSeekOff-peak hours$0.15$0.003$0.60n/an/a1M
deepseek-v4-proDeepSeekOff-peak hours$0.66$0.022$1.98n/an/a1M
Mistral Large 4Mistral AI$0.70$0.07$2.10n/an/a1M
Mistral Small 4Mistral AI$0.15$0.015$0.60n/an/a262.1K
Ministral 3 14BMistral AI$0.20$0.02$0.20n/an/an/a
Ministral 3 8BMistral AI$0.15$0.015$0.15n/an/an/a
Ministral 3 3BMistral AI$0.10$0.01$0.10n/an/an/a
CodestralMistral AI$0.30$0.03$0.90n/an/an/a
GLM-5.3Z.ai$1.40$0.26$4.4n/an/a1M
GLM-5.3-FlashZ.ai$0.15$0.03$0.50n/an/a1M
GLM-5.3-FlashXZ.ai$0.37$0.075$1.25n/an/a1M
Method

How it is built

  • Scope. Text models, priced in US dollars per million tokens. Image, audio, video, embedding, and OCR models bill in other units and are left out.
  • Official sources. Rows for Anthropic, Google, OpenAI, xAI, DeepSeek, Mistral AI, Z.ai, MiniMax, Inception Labs, and Together come from each company's own pricing page. Amazon Bedrock rows come from the AWS Price List API, for US East (N. Virginia).
  • Other hosts. Every other seller's rate is the price listed on OpenRouter, which is the source for those rows and is marked on each one. A host's price on its own site can differ. When a host lists several deployments of a model, this keeps the cheapest.
  • Generation. A script reads these sources, respects each site's robots.txt, and stops if a table changes shape. Each refresh is reviewed before it ships.
  • Tiers. A model with more than one rate has one row per rate. The base tier is the rate for the shortest prompts, or DeepSeek's peak rate, the higher of its two. On Bedrock it is the global endpoint where one exists. The findings and the chart use the base tiers of models bought from the lab that made them.
  • Service tiers. The downloads add flex and priority rates where a seller publishes them. Priority covers OpenAI's Fast tier, Anthropic's fast mode, and the Priority tiers from Google and AWS.
  • Caching. Cached input is the price of a cache hit. The downloads list the shortest and longest cache write periods a seller publishes, and Google's storage price per million tokens per hour.
  • Context limits. A seller's own figure is used where its price page gives one. Otherwise the value is OpenRouter's listing for that exact model name.
  • Not included. Regional and data-residency premiums, Azure's own price list, free tiers, and tool fees. Azure rows here are OpenRouter's listings.
  • Blank cells. n/a means the source publishes no such rate. Mistral AI's page has a batch view, but those rates are not in its static content.
  • Availability. This column reports only what the seller's pricing page states. A listed model can still be scheduled for retirement. See the model retirement calendar.
  • Token counts. Equal rates do not mean equal bills, because tokenizers differ. Anthropic says Claude 4.7 and later models produce about 30 percent more tokens for the same text.

Questions

Which LLM API is the cheapest?

Among models bought directly from the lab that made them, as of November 10, 2026, the lowest input price is $0.05 per million tokens (gpt-5-nano), and the lowest output price is $0.10 (Ministral 3 3B). Hosts can be cheaper for open-weight models. The cheapest rate is not the cheapest bill, because token counts and output length differ by model and task.

Why does the same model have several prices?

Open-weight models are sold by many hosts, each setting its own price. Some sellers also charge more above a prompt-length threshold, and DeepSeek charges different rates at peak and off-peak hours. Each rate gets its own row.

How current are the prices?

Every rate was read from its source on November 10, 2026. Prices change often, so give the checked date when you quote one.

Sources

  1. Anthropic pricingplatform.claude.com
  2. Google pricingaistudio.google.com
  3. OpenAI pricingdevelopers.openai.com
  4. xAI pricingdocs.x.ai
  5. DeepSeek pricingapi-docs.deepseek.com
  6. Mistral AI pricingdocs.mistral.ai
  7. Z.ai pricingdocs.z.ai
  8. MiniMax pricingplatform.minimax.io
  9. Inception Labs pricingdocs.inceptionlabs.ai
  10. Together pricingdocs.together.ai
  11. Amazon Bedrock pricingaws.amazon.com
  12. AWS Price List API, Amazon Bedrockpricing.us-east-1.amazonaws.com
  13. OpenRouter models APIopenrouter.ai

Cite this dataset

AI for Devs. "LLM API prices." Published November 10, 2026. https://aifordevs.org/data/llm-pricing

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Give the checked date with any price you quote, because these rates change.