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AI model discounts

Language model vendors publish two ways to pay less: prompt caching and batch processing. This page shows each model's list price beside the price with those discounts, using only published rates.

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Prices as of 2026-11-03, per million tokens in USD. These are the discounts vendors publish, not a measure of what it costs them to serve tokens.

ModelTierList inputList outputInput at 50% cachedBatch input / outputLast verified
Claude Haiku 5.5AnthropicSmall$0.1000$0.5000$0.0550 (saves 45.0%)$0.0500 / $0.2500 (saves 50%)2026-11-03
Claude Sonnet 5.5AnthropicMid$2.00$10.00$1.05 (saves 47.5%)$1.00 / $5.00 (saves 50%)2026-11-03
Claude Opus 5.5AnthropicFrontier$4.00$20.00$2.10 (saves 47.5%)$2.00 / $10.00 (saves 50%)2026-11-03
GPT-6 LunaOpenAISmall$0.1000$0.5000$0.0550 (saves 45.0%)$0.0500 / $0.2500 (saves 50%)2026-11-03
GPT-6.1 TerraOpenAIMid$1.00$5.00$0.5250 (saves 47.5%)$0.5000 / $2.50 (saves 50%)2026-11-03
GPT-6.1 SolOpenAIFrontier$2.00$10.00$1.05 (saves 47.5%)$1.00 / $5.00 (saves 50%)2026-11-03
Gemini 3.5 Flash-LiteGoogleSmall$0.3000$2.50$0.1650 (saves 45.0%)$0.1500 / $1.25 (saves 50%)2026-11-03
Gemini 3.8 FlashGoogleMid$0.8250$4.13$0.4538 (saves 45.0%)$0.3754 / $1.88 (saves 54.5%)2026-11-03Check
Gemini 4 ArgonGoogleFrontier$2.00$10.00$1.05 (saves 47.5%)$1.00 / $5.00 (saves 50%)2026-11-03
Llama 3.3 70B InstructMetaMid$0.1000$0.3200Not offeredNot offered2026-11-03
Llama 4 MaverickMetaMid$0.1875$0.6525$0.1188 (saves 36.7%)Not offered2026-11-03
Qwen3.8 27BAlibaba (Qwen)Small$0.1500$1.88$0.0938 (saves 37.5%)Not offered2026-11-03
DeepSeek V4 FlashDeepSeekSmall$0.0910$0.1820$0.0546 (saves 40%)Not offered2026-11-03
DeepSeek V4 ProDeepSeekFrontier$1.60$3.20$0.8675 (saves 45.8%)Not offered2026-11-03
Mistral Small (2603)MistralSmall$0.1500$0.6000$0.0825 (saves 45.0%)Not offered2026-11-03
Mistral Large 4MistralMid$0.7000$2.10$0.3850 (saves 45.0%)Not offered2026-11-03

How caching works: the vendor keeps the start of a prompt for a short time, and a repeat of that start is billed at the cache read price instead of the full input price. Some vendors also charge to write to the cache. The saving shown is for the share you choose above, on input only; output is never cached.