Input and output price
Input price reflects prompt and context costs, while output price reflects token generation costs. Output dominates for services that generate long answers.
AI & Pricing
AI Token Pricing Comparison
Compare AI token pricing by model, provider, input cost, output cost, and USD per 1M tokens.
Note
Use the AI subscription pricing page for personal plans
This page compares input and output token prices for AI models used through developer APIs. Monthly personal subscription prices for ChatGPT, Claude, Google AI, and Grok are tracked on the separate AI subscription pricing page.
View AI subscription pricingPricing basis
Compare AI token pricing by comparison set and usage scenario
AI token pricing depends on model, maker, delivery channel, and the input-output mix, so comparison sets and tags are more useful than a single fixed grade.
This table normalizes public input and output token prices to USD per 1M tokens. It is a baseline for AI token pricing comparison before cache, batch, regional discounts, or committed-use terms are applied.
When the same model and the same price appear through multiple channels, they are shown in one row with delivery channels in a secondary column. If the same model has different prices, it stays in separate rows so you can compare the actual cost difference directly.
Start with comparison sets such as frontier candidates, open model leaders, workhorse models, cloud marketplace models, and budget scale models, then refine with tags and scenario prices.
Comparison sets and tags
Combine comparison sets with reasoning, coding, long-context, China, and channel tags so models with blurry grade boundaries can still be compared together.
Scenario price
Chat 3:1 is a blended rate for input-heavy chat or retrieval flows, while output 1:2 is a quick proxy for long-answer and reasoning-heavy workloads.
Delivery channel
OpenAI API, Z.AI API, Vertex AI, Bedrock, and similar channels can differ by contract, region, and permission conditions, so review those terms after comparing model prices.
Status filter
The default view shows current and preview models. Older or non-recommended models remain available through the status filter.
Prices are based on public pricing pages checked on June 30, 2026; actual billing may vary by caching, batch, priority, region, and discount conditions.
Model rows
96
Makers
12
Comparison sets
5
Frontier candidates
62
TABLE
Data preview
| Anthropic | Claude | Fable 5 | Frontier candidates, Cloud marketplace | Frontier, Long context, Cloud channel | active | $10 | $50 | $20 | $36.67 | Vertex AI, AWS Bedrock | - |
| OpenAI | GPT | GPT-5.5 Pro | Frontier candidates, Workhorse | Frontier, Long context, Official API | active | $15 | $90 | $33.75 | $65 | OpenAI | - |
| OpenAI | GPT | GPT-5.5 Pro | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $30 | $180 | $67.5 | $130 | Azure OpenAI | Azure Global basis |
| OpenAI | GPT | GPT-5.5 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel, Official API | active | $2.5 / 200K+ $5 | $15 / 200K+ $22.5 | $5.63 | $10.83 | AWS Bedrock, OpenAI | Long-context surcharge |
| OpenAI | GPT | GPT-5.5 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $5 | $30 | $11.25 | $21.67 | Azure OpenAI | Azure Global basis |
| Anthropic | Claude | Opus 4.8 | Frontier candidates, Cloud marketplace | Frontier, Long context, Cloud channel | active | $5 / 200K+ $10 | $25 / 200K+ $37.5 | $10 | $18.33 | Vertex AI, AWS Bedrock | Anthropic 200K+ surcharge |
| OpenAI | GPT | GPT-5.4 Pro | Frontier candidates, Workhorse | Frontier, Long context, Official API | active | $15 / 200K+ $30 | $90 / 200K+ $135 | $33.75 | $65 | OpenAI | Long-context surcharge |
| Anthropic | Claude | Opus 4.7 | Frontier candidates, Cloud marketplace | Frontier, Long context, Cloud channel | active | $5 / 200K+ $10 | $25 / 200K+ $37.5 | $10 | $18.33 | Vertex AI, AWS Bedrock | Anthropic 200K+ surcharge |
| OpenAI | GPT | GPT-5.4 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel, Official API | active | $1.25 / 200K+ $2.5 | $7.5 / 200K+ $11.25 | $2.81 | $5.42 | AWS Bedrock, OpenAI | Long-context surcharge |
| Gemini | 3.1 Pro Preview | Frontier candidates | Frontier, Long context, Official API | preview | $2 / 200K+ $4 | $12 / 200K+ $18 | $4.5 | $8.67 | Long-context surcharge | ||
| Gemini | 3.5 Flash | Frontier candidates, Workhorse | Frontier, Long context, Official API | active | $1.5 | $9 | $3.38 | $6.5 | - | ||
| Anthropic | Claude | Sonnet 4.6 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $3 / 200K+ $6 | $15 / 200K+ $22.5 | $6 | $11 | AWS Bedrock | Anthropic 200K+ surcharge |
| Anthropic | Claude | Sonnet 4.6/4.5 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $3 / 200K+ $6 | $15 / 200K+ $22.5 | $6 | $11 | Vertex AI | Anthropic 200K+ surcharge |
| xAI | Grok | 4.3 | Frontier candidates | Frontier, Long context, Official API | active | $1.25 | $2.5 | $1.56 | $2.08 | xAI API | - |
| OpenAI | GPT | GPT-5.2 Pro | Frontier candidates, Workhorse | Frontier, Official API | active | $21 | $168 | $57.75 | $119 | OpenAI | - |
| OpenAI | GPT | GPT-5 Pro | Frontier candidates, Workhorse | Frontier, Official API | active | $15 | $120 | $41.25 | $85 | OpenAI | - |
| OpenAI | GPT | GPT-OSS-120B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, Partner/open, Cloud channel | active | $0.09 | $0.36 | $0.158 | $0.27 | Vertex AI | - |
| Meta | Llama | 3.1 405B | Frontier candidates, Open model leaders, Cloud marketplace | Frontier, Partner/open, Cloud channel | active | $5 | $16 | $7.75 | $12.33 | Vertex AI | - |
| Gemma | 4 26B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, Partner/open, Cloud channel | active | $0.1 | $0.4 | $0.175 | $0.3 | Vertex AI | - | |
| Gemma | 3 27B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, Partner/open, Cloud channel | active | $0.23 | $0.38 | $0.268 | $0.33 | AWS Bedrock | - | |
| DeepSeek | DeepSeek | R1 | Frontier candidates, Open model leaders, Workhorse, Cloud marketplace | Frontier, Reasoning, China, Cloud channel | active | $1.35 | $5.4 | $2.36 | $4.05 | Vertex AI, AWS Bedrock | - |
| DeepSeek | DeepSeek | V4 Pro | Frontier candidates, Open model leaders, Budget scale | Frontier, Low cost, China, Official API | active | $0.435 | $0.87 | $0.544 | $0.725 | DeepSeek API | - |
| DeepSeek | DeepSeek | V3.2 | Frontier candidates, Open model leaders, Workhorse, Cloud marketplace | Frontier, China, Cloud channel | active | $0.56 | $1.68 | $0.84 | $1.31 | Vertex AI | - |
| Alibaba | Qwen | 3 Coder 480B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Coding, Low cost, China, Partner/open, Cloud channel | active | $0.45 | $1.8 | $0.788 | $1.35 | AWS Bedrock | Code-focused model |
| Alibaba | Qwen | 3-Coder-480B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Coding, Low cost, China, Partner/open, Cloud channel | active | $0.22 | $1.8 | $0.615 | $1.27 | Vertex AI | Code-focused model |
| Alibaba | Qwen | 3 235B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, China, Partner/open, Cloud channel | active | $0.22 | $0.88 | $0.385 | $0.66 | AWS Bedrock | - |
| Alibaba | Qwen | 3-235B-Instruct | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, China, Partner/open, Cloud channel | active | $0.22 | $0.88 | $0.385 | $0.66 | Vertex AI | - |
| Moonshot | Kimi | K2 Thinking | Frontier candidates, Open model leaders, Cloud marketplace | Frontier, Reasoning, China, Partner/open, Cloud channel | active | $0.6 | $2.5 | $1.08 | $1.87 | AWS Bedrock | - |
| Moonshot | Kimi | K2-Thinking | Frontier candidates, Open model leaders, Cloud marketplace | Frontier, Reasoning, China, Partner/open, Cloud channel | active | $0.6 | $2.5 | $1.08 | $1.87 | Vertex AI | - |
| Moonshot | Kimi | K2.5 | Frontier candidates, Open model leaders, Cloud marketplace | Frontier, China, Partner/open, Cloud channel | active | $0.6 | $3 | $1.2 | $2.2 | AWS Bedrock | - |
| Zhipu AI | GLM | GLM-5.2 | Frontier candidates, Open model leaders | Frontier, Long context, China, Partner/open, Official API | active | $1.4 | $4.4 | $2.15 | $3.4 | Z.AI API | - |
| Zhipu AI | GLM | GLM-5.1 | Frontier candidates, Open model leaders | Frontier, China, Partner/open, Official API | active | $1.4 | $4.4 | $2.15 | $3.4 | Z.AI API | - |
| Zhipu AI | GLM | GLM-5-Turbo | Frontier candidates, Open model leaders | Frontier, China, Partner/open, Official API | active | $1.2 | $4 | $1.9 | $3.07 | Z.AI API | - |
| Zhipu AI | GLM | GLM-5 | Frontier candidates, Open model leaders, Cloud marketplace | Frontier, China, Partner/open, Cloud channel, Official API | active | $1 | $3.2 | $1.55 | $2.47 | Vertex AI, Z.AI API | - |
| Zhipu AI | GLM | GLM-4.7 | Frontier candidates, Open model leaders, Cloud marketplace | Frontier, China, Partner/open, Cloud channel, Official API | active | $0.6 | $2.2 | $1 | $1.67 | Vertex AI, AWS Bedrock, Z.AI API | - |
| Zhipu AI | GLM | GLM-4.7 Flash | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, China, Partner/open, Cloud channel | active | $0.07 | $0.4 | $0.153 | $0.29 | AWS Bedrock | - |
| Zhipu AI | GLM | GLM-4.7-FlashX | Frontier candidates, Open model leaders, Budget scale | Frontier, Low cost, China, Partner/open, Official API | active | $0.07 | $0.4 | $0.153 | $0.29 | Z.AI API | - |
| MiniMax | MiniMax | M2 | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, China, Partner/open, Cloud channel | active | $0.3 | $1.2 | $0.525 | $0.9 | Vertex AI, AWS Bedrock | - |
| MiniMax | MiniMax | M2.1 | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, China, Partner/open, Cloud channel | active | $0.3 | $1.2 | $0.525 | $0.9 | AWS Bedrock | - |
| Meta | Llama | 4 Maverick | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, Partner/open, Cloud channel | active | $0.35 | $1.15 | $0.55 | $0.883 | Vertex AI | - |
| Meta | Llama | 4 Maverick 17B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, Partner/open, Cloud channel | active | $0.24 | $0.97 | $0.422 | $0.727 | AWS Bedrock | - |
| Mistral AI | Mistral | Large 3 | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, Partner/open, Cloud channel | active | $0.5 | $1.5 | $0.75 | $1.17 | AWS Bedrock | - |
| Mistral AI | Pixtral | Large | Frontier candidates, Open model leaders, Cloud marketplace | Frontier, Partner/open, Cloud channel | active | $2 | $6 | $3 | $4.67 | AWS Bedrock | - |
| Anthropic | Claude | Opus 4.1/4 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Cloud channel | active | $15 | $75 | $30 | $55 | Vertex AI | - |
| Anthropic | Claude | Opus 4.5 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Cloud channel | active | $5 | $25 | $10 | $18.33 | AWS Bedrock | - |
| Anthropic | Claude | Opus 4.6 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $5 / 200K+ $10 | $25 / 200K+ $37.5 | $10 | $18.33 | AWS Bedrock | Anthropic 200K+ surcharge |
| Anthropic | Claude | Opus 4.6/4.5 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $5 / 200K+ $10 | $25 / 200K+ $37.5 | $10 | $18.33 | Vertex AI | Anthropic 200K+ surcharge |
| OpenAI | GPT | GPT-5.2 | Frontier candidates, Workhorse | Frontier, Official API | active | $1.75 | $14 | $4.81 | $9.92 | OpenAI | - |
| Anthropic | Claude | Sonnet 4 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Cloud channel | active | $3 | $15 | $6 | $11 | Vertex AI | - |
| Anthropic | Claude | Sonnet 4 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $3 / 200K+ $6 | $15 / 200K+ $22.5 | $6 | $11 | AWS Bedrock | Anthropic 200K+ surcharge |
| Anthropic | Claude | Sonnet 4.5 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Long context, Cloud channel | active | $3 / 200K+ $6 | $15 / 200K+ $22.5 | $6 | $11 | AWS Bedrock | Anthropic 200K+ surcharge |
| OpenAI | GPT | GPT-5.1 | Frontier candidates, Workhorse | Frontier, Official API | active | $1.25 | $10 | $3.44 | $7.08 | OpenAI | - |
| Gemini | 2.5 Pro | Frontier candidates, Workhorse | Frontier, Long context, Official API | active | $1.25 / 200K+ $2.5 | $10 / 200K+ $15 | $3.44 | $7.08 | Long-context surcharge | ||
| Anthropic | Claude | Haiku 4.5 | Frontier candidates, Cloud marketplace, Budget scale | Frontier, Cloud channel | active | $1 | $5 | $2 | $3.67 | Vertex AI, AWS Bedrock | - |
| xAI | Grok | 4 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Cloud channel | active | $3 | $15 | $6 | $11 | Vertex AI | - |
| xAI | Grok | 4.2 | Frontier candidates, Workhorse, Cloud marketplace | Frontier, Cloud channel | active | $2.5 | $10 | $4.38 | $7.5 | Vertex AI | - |
| Mistral AI | Devstral | 2 135B | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Coding, Low cost, Partner/open, Cloud channel | active | $0.4 | $2 | $0.8 | $1.47 | AWS Bedrock | Code-focused model |
| Alibaba | Qwen | 3-Next-80B-Instruct | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Low cost, China, Partner/open, Cloud channel | active | $0.15 | $1.2 | $0.412 | $0.85 | Vertex AI | - |
| Alibaba | Qwen | 3-Next-80B-Thinking | Frontier candidates, Open model leaders, Cloud marketplace, Budget scale | Frontier, Reasoning, Low cost, China, Partner/open, Cloud channel | active | $0.15 | $1.2 | $0.412 | $0.85 | Vertex AI | - |
| xAI | Grok | 4.20 0309 Non-Reasoning | Frontier candidates, Workhorse | Frontier, Reasoning, Long context, Official API | active | $1.25 | $2.5 | $1.56 | $2.08 | xAI API | - |
| xAI | Grok | 4.20 0309 Reasoning | Frontier candidates, Workhorse | Frontier, Reasoning, Long context, Official API | active | $1.25 | $2.5 | $1.56 | $2.08 | xAI API | - |
| xAI | Grok | 4.20 Multi-Agent 0309 | Frontier candidates, Workhorse | Frontier, Long context, Official API | active | $1.25 | $2.5 | $1.56 | $2.08 | xAI API | - |
| OpenAI | GPT | GPT-5.4 Mini | Workhorse, Budget scale | Low cost, Official API | active | $0.375 | $2.25 | $0.844 | $1.63 | OpenAI | - |
| OpenAI | GPT | GPT-5.4 Nano | Workhorse, Budget scale | Low cost, Official API | active | $0.1 | $0.625 | $0.231 | $0.45 | OpenAI | - |
| DeepSeek | DeepSeek | V3.1 | Workhorse, Cloud marketplace | China, Cloud channel | active | $0.58 | $1.68 | $0.855 | $1.31 | AWS Bedrock | - |
| OpenAI | GPT | GPT-OSS-20B | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.07 | $0.25 | $0.115 | $0.19 | Vertex AI | - |
| Gemma | 3 12B | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.09 | $0.29 | $0.14 | $0.223 | AWS Bedrock | - | |
| Gemma | 3 4B | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.04 | $0.08 | $0.05 | $0.067 | AWS Bedrock | - | |
| DeepSeek | DeepSeek | OCR | Cloud marketplace, Budget scale | Low cost, China, Cloud channel | active | $0.3 | $1.2 | $0.525 | $0.9 | Vertex AI | - |
| Meta | Llama | 3.3 70B | Cloud marketplace | Partner/open, Cloud channel | active | $0.72 | $0.72 | $0.72 | $0.72 | Vertex AI | - |
| Meta | Llama | 4 Scout | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.25 | $0.7 | $0.362 | $0.55 | Vertex AI | - |
| Meta | Llama | 4 Scout 17B | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.17 | $0.66 | $0.292 | $0.497 | AWS Bedrock | - |
| Mistral AI | Mistral | Medium 3 | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.4 | $2 | $0.8 | $1.47 | Vertex AI | - |
| Mistral AI | Magistral | Small 1.2 | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.5 | $1.5 | $0.75 | $1.17 | AWS Bedrock | - |
| Mistral AI | Codestral | 2 | Cloud marketplace, Budget scale | Coding, Low cost, Partner/open, Cloud channel | active | $0.3 | $0.9 | $0.45 | $0.7 | Vertex AI | Code-focused model |
| Mistral AI | Ministral | 14B | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.2 | $0.2 | $0.2 | $0.2 | AWS Bedrock | - |
| Mistral AI | Ministral | 8B | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.15 | $0.15 | $0.15 | $0.15 | AWS Bedrock | - |
| Mistral AI | Mistral | Small 3.1 | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.1 | $0.3 | $0.15 | $0.233 | Vertex AI | - |
| Mistral AI | Ministral | 3B | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.1 | $0.1 | $0.1 | $0.1 | AWS Bedrock | - |
| Alibaba | Qwen | 3 32B | Cloud marketplace, Budget scale | Low cost, China, Partner/open, Cloud channel | active | $0.15 | $0.6 | $0.262 | $0.45 | AWS Bedrock | - |
| Alibaba | Qwen | 3 Coder 30B | Cloud marketplace, Budget scale | Coding, Low cost, China, Partner/open, Cloud channel | active | $0.15 | $0.6 | $0.262 | $0.45 | AWS Bedrock | Code-focused model |
| xAI | Grok | 4.1 Fast | Cloud marketplace, Budget scale | Low cost, Cloud channel | active | $0.2 | $0.5 | $0.275 | $0.4 | Vertex AI | - |
| AI21 Labs | Jamba | 1.5 Large | Cloud marketplace | Partner/open, Cloud channel | active | $2 | $8 | $3.5 | $6 | AWS Bedrock | - |
| AI21 Labs | Jamba | Instruct | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.5 | $0.7 | $0.55 | $0.633 | AWS Bedrock | - |
| AI21 Labs | Jamba | 1.5 Mini | Cloud marketplace, Budget scale | Low cost, Partner/open, Cloud channel | active | $0.2 | $0.4 | $0.25 | $0.333 | AWS Bedrock | - |
| AI21 Labs | Jurassic | 2 Ultra | Cloud marketplace | Partner/open, Cloud channel | old | $18.8 | $18.8 | $18.8 | $18.8 | AWS Bedrock | - |
| AI21 Labs | Jurassic | 2 Mid | Cloud marketplace | Partner/open, Cloud channel | old | $12.5 | $12.5 | $12.5 | $12.5 | AWS Bedrock | - |
| OpenAI | GPT | GPT-5 Mini | Budget scale | Low cost, Official API | active | $0.25 | $2 | $0.688 | $1.42 | OpenAI | - |
| OpenAI | GPT | GPT-5 Nano | Budget scale | Low cost, Official API | active | $0.05 | $0.4 | $0.138 | $0.283 | OpenAI | - |
| Gemini | 2.5 Flash | Budget scale | Long context, Low cost, Official API | active | $0.3 | $2.5 | $0.85 | $1.77 | - | ||
| Gemini | 3 Flash Preview | Budget scale | Long context, Low cost, Official API | preview | $0.5 | $3 | $1.13 | $2.17 | - | ||
| Gemini | 2.0 Flash | Budget scale | Long context, Low cost, Official API | active | $0.15 | $0.6 | $0.262 | $0.45 | - | ||
| Gemini | 3.1 Flash-Lite Preview | Budget scale | Long context, Low cost, Official API | preview | $0.25 | $1.5 | $0.563 | $1.08 | - | ||
| Gemini | 2.5 Flash-Lite | Budget scale | Long context, Low cost, Official API | active | $0.1 | $0.4 | $0.175 | $0.3 | - | ||
| Gemini | 2.0 Flash-Lite | Budget scale | Long context, Low cost, Official API | active | $0.075 | $0.3 | $0.131 | $0.225 | - | ||
| DeepSeek | DeepSeek | V4 Flash | Budget scale | Low cost, China, Official API | active | $0.14 | $0.28 | $0.175 | $0.233 | DeepSeek API | - |
No rows match the current filters.