How much can prompt optimization save at scale?
Teams refining prompts use this to estimate savings from prompt optimization at scale. Because AI cost scales with usage, doubling users roughly doubles spend unless you change the model or the token budget — this page shows the curve so you can plan the levers.
Start here: Prompt Cost Across All Providers
Paste your prompt. Token count is measured with an accurate tokenizer (o200k_base).
Results update automatically as you type.
Result
Gemma 3 4B IT: $0.0000400 per prompt
~0 input tokens + 500 output tokens across 223 models
- Cheapest
- Gemma 3 4B IT — $0.0000400
- Most expensive
- o1-pro — $0.3000
- Input tokens(estimated)
- 0
| Gemma 3 4B IT | AWS Bedrock | $0.0000 | $0.0000400 | $0.0000400 | $0.0400 |
| Google Gemma 3 12B | AWS Bedrock | $0.0000 | $0.0000500 | $0.0000500 | $0.0500 |
| Ministral 3 3B | AWS Bedrock | $0.0000 | $0.0000500 | $0.0000500 | $0.0500 |
| Amazon Nova Micro | AWS Bedrock | $0.0000 | $0.0000700 | $0.0000700 | $0.0700 |
| Phi 4 | Microsoft | $0.0000 | $0.0000700 | $0.0000700 | $0.0700 |
| Command R7B | Cohere | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Ministral 3 8B | AWS Bedrock | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Mistral Nemo | Mistral AI | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Open Mistral Nemo | Mistral AI | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Pixtral 12B | Mistral AI | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Nemotron 3 Nano 30B A3B | Nvidia | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Google Gemma 3 27B Instruct | AWS Bedrock | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Ministral 14B 3.0 | AWS Bedrock | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Qwen Turbo | Alibaba | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| NVIDIA Nemotron Nano 9B v2 | AWS Bedrock | $0.0000 | $0.000115 | $0.000115 | $0.1150 |
| Amazon Nova Lite | AWS Bedrock | $0.0000 | $0.000120 | $0.000120 | $0.1200 |
| NVIDIA Nemotron Nano 3 30B | AWS Bedrock | $0.0000 | $0.000120 | $0.000120 | $0.1200 |
| Mistral 7B | Mistral AI | $0.0000 | $0.000125 | $0.000125 | $0.1250 |
| Qwen-Omni Turbo | Alibaba | $0.0000 | $0.000135 | $0.000135 | $0.1350 |
| DeepSeek V4 Flash | DeepSeek | $0.0000 | $0.000140 | $0.000140 | $0.1400 |
| MiMo-V2.5 | Xiaomi | $0.0000 | $0.000140 | $0.000140 | $0.1400 |
| DeepSeek Chat | DeepSeek | $0.0000 | $0.000140 | $0.000140 | $0.1400 |
| DeepSeek Reasoner | DeepSeek | $0.0000 | $0.000140 | $0.000140 | $0.1400 |
| MiMo-V2-Flash | Xiaomi | $0.0000 | $0.000140 | $0.000140 | $0.1400 |
| MiMo-V2-Omni | Xiaomi | $0.0000 | $0.000140 | $0.000140 | $0.1400 |
| Gemini 2.0 Flash-Lite | $0.0000 | $0.000150 | $0.000150 | $0.1500 | |
| gpt-oss-20b | AWS Bedrock | $0.0000 | $0.000150 | $0.000150 | $0.1500 |
| Step 3.5 Flash | StepFun | $0.0000 | $0.000150 | $0.000150 | $0.1500 |
| Llama 4 Scout | Meta | $0.0000 | $0.000170 | $0.000170 | $0.1700 |
| GPT-4.1 Nano | OpenAI | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| Gemini 2.5 Flash-Lite | $0.0000 | $0.000200 | $0.000200 | $0.2000 | |
| Gemini 2.0 Flash | $0.0000 | $0.000200 | $0.000200 | $0.2000 | |
| GLM-4.7-Flash | Z.ai (Zhipu AI) | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| GLM-4.7-FlashX | Z.ai (Zhipu AI) | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| GPT-5 Nano | OpenAI | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| Llama-3.3-70B-Instruct | Meta | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| Qwen Flash | Alibaba | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| Qwen2.5-Omni 7B | Alibaba | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| GLM-4.7-Flash | AWS Bedrock | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| DeepSeek V3.2 | DeepSeek | $0.0000 | $0.000210 | $0.000210 | $0.2100 |
| Nemotron 3 Super 120B A12B | Nvidia | $0.0000 | $0.000228 | $0.000228 | $0.2275 |
| Qwen-MT Turbo | Alibaba | $0.0000 | $0.000245 | $0.000245 | $0.2450 |
| Hunyuan A13B Instruct | Tencent | $0.0000 | $0.000285 | $0.000285 | $0.2850 |
| GPT-4o mini | OpenAI | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| Llama 3.3 70B | Meta | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| Mistral Small 4 | Mistral AI | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| Command R | Cohere | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| NVIDIA Nemotron Nano 12B v2 VL BF16 | AWS Bedrock | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| gpt-oss-120b | AWS Bedrock | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| Qwen-VL Plus | Alibaba | $0.0000 | $0.000315 | $0.000315 | $0.3150 |
| NVIDIA Nemotron 3 Super 120B A12B | AWS Bedrock | $0.0000 | $0.000325 | $0.000325 | $0.3250 |
| Mixtral 8x7B | Mistral AI | $0.0000 | $0.000350 | $0.000350 | $0.3500 |
| Qwen2.5 7B Instruct | Alibaba | $0.0000 | $0.000350 | $0.000350 | $0.3500 |
| Qwen3 8B | Alibaba | $0.0000 | $0.000350 | $0.000350 | $0.3500 |
| Hunyuan Hy3 | Tencent | $0.0000 | $0.000400 | $0.000400 | $0.4000 |
| Llama-4-Maverick-17B-128E-Instruct-FP8 | Meta | $0.0000 | $0.000400 | $0.000400 | $0.4000 |
| Qwen3-VL 30B-A3B | Alibaba | $0.0000 | $0.000400 | $0.000400 | $0.4000 |
| Llama 4 Maverick | Meta | $0.0000 | $0.000425 | $0.000425 | $0.4250 |
| DeepSeek V4 Pro | DeepSeek | $0.0000 | $0.000435 | $0.000435 | $0.4350 |
| MiMo-V2.5-Pro | Xiaomi | $0.0000 | $0.000435 | $0.000435 | $0.4350 |
| MiMo-V2-Pro | Xiaomi | $0.0000 | $0.000435 | $0.000435 | $0.4350 |
| Devstral 2 | Mistral AI | $0.0000 | $0.000450 | $0.000450 | $0.4500 |
| GLM-4.6V | Z.ai (Zhipu AI) | $0.0000 | $0.000450 | $0.000450 | $0.4500 |
| Sonar | Perplexity | $0.0000 | $0.000500 | $0.000500 | $0.5000 |
| Qwen2.5-VL 7B Instruct | Alibaba | $0.0000 | $0.000525 | $0.000525 | $0.5250 |
| GLM-4.5-Air | Z.ai (Zhipu AI) | $0.0000 | $0.000550 | $0.000550 | $0.5500 |
| Step 3.7 Flash | StepFun | $0.0000 | $0.000555 | $0.000555 | $0.5550 |
| Qwen3.6 Flash | Alibaba | $0.0000 | $0.000563 | $0.000563 | $0.5625 |
| MiniMax-M3 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax-M2.7 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax-M2 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax-M2.1 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax-M2.5 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax M2 | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax M2.1 | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax M2.5 | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| Qwen Plus | Alibaba | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| GPT-5.4 nano | OpenAI | $0.0000 | $0.000625 | $0.000625 | $0.6250 |
| Qwen Plus Character (Japanese) | Alibaba | $0.0000 | $0.000700 | $0.000700 | $0.7000 |
| Qwen/Qwen3-Next-80B-A3B-Instruct | AWS Bedrock | $0.0000 | $0.000700 | $0.000700 | $0.7000 |
| Qwen2.5 14B Instruct | Alibaba | $0.0000 | $0.000700 | $0.000700 | $0.7000 |
| Qwen3 14B | Alibaba | $0.0000 | $0.000700 | $0.000700 | $0.7000 |
| Qwen3.6 35B-A3B | Alibaba | $0.0000 | $0.000743 | $0.000743 | $0.7425 |
| Mistral Large 3 | Mistral AI | $0.0000 | $0.000750 | $0.000750 | $0.7500 |
| Gemini 3.1 Flash Lite | $0.0000 | $0.000750 | $0.000750 | $0.7500 | |
| GPT-3.5-turbo | OpenAI | $0.0000 | $0.000750 | $0.000750 | $0.7500 |
| Magistral Small | Mistral AI | $0.0000 | $0.000750 | $0.000750 | $0.7500 |
| Mistral Large 3 | AWS Bedrock | $0.0000 | $0.000750 | $0.000750 | $0.7500 |
| Qwen/Qwen3-VL-235B-A22B-Instruct | AWS Bedrock | $0.0000 | $0.000750 | $0.000750 | $0.7500 |
| Qwen3 Coder Flash | Alibaba | $0.0000 | $0.000750 | $0.000750 | $0.7500 |
| GPT-4.1 Mini | OpenAI | $0.0000 | $0.000800 | $0.000800 | $0.8000 |
| Qwen3-VL Plus | Alibaba | $0.0000 | $0.000800 | $0.000800 | $0.8000 |
| Qwen3-Omni Flash | Alibaba | $0.0000 | $0.000830 | $0.000830 | $0.8300 |
| GLM-4.5V | Z.ai (Zhipu AI) | $0.0000 | $0.000900 | $0.000900 | $0.9000 |
| Qwen3 Coder Next | AWS Bedrock | $0.0000 | $0.000900 | $0.000900 | $0.9000 |
| GPT-5 Mini | OpenAI | $0.0000 | $0.00100 | $0.00100 | $1.00 |
| Mistral Medium 3.1 | Mistral AI | $0.0000 | $0.00100 | $0.00100 | $1.00 |
| GPT-5.1 Codex mini | OpenAI | $0.0000 | $0.00100 | $0.00100 | $1.00 |
| Devstral 2 123B | AWS Bedrock | $0.0000 | $0.00100 | $0.00100 | $1.00 |
| Qwen3.5 35B-A3B | Alibaba | $0.0000 | $0.00100 | $0.00100 | $1.00 |
| Qwen3-Next 80B-A3B Instruct | Alibaba | $0.0000 | $0.00100 | $0.00100 | $1.00 |
| GLM-4.5 | Z.ai (Zhipu AI) | $0.0000 | $0.00110 | $0.00110 | $1.10 |
| GLM-4.6 | Z.ai (Zhipu AI) | $0.0000 | $0.00110 | $0.00110 | $1.10 |
| GLM-4.7 | Z.ai (Zhipu AI) | $0.0000 | $0.00110 | $0.00110 | $1.10 |
| GLM-4.7 | AWS Bedrock | $0.0000 | $0.00110 | $0.00110 | $1.10 |
| Qwen3-Coder 30B-A3B Instruct | Alibaba | $0.0000 | $0.00113 | $0.00113 | $1.13 |
| MiniMax-M2.5-highspeed | MiniMax | $0.0000 | $0.00120 | $0.00120 | $1.20 |
| MiniMax-M2.7-highspeed | MiniMax | $0.0000 | $0.00120 | $0.00120 | $1.20 |
| Qwen3.5 27B | Alibaba | $0.0000 | $0.00120 | $0.00120 | $1.20 |
| Qwen3.5 Plus | Alibaba | $0.0000 | $0.00120 | $0.00120 | $1.20 |
| QwQ Plus | Alibaba | $0.0000 | $0.00120 | $0.00120 | $1.20 |
| Gemini 2.5 Flash | $0.0000 | $0.00125 | $0.00125 | $1.25 | |
| Grok 4.3 | xAI | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Kimi K2 Thinking | Moonshot AI | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Kimi K2 Thinking | AWS Bedrock | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Grok 4.3 | AWS Bedrock | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Gemini 3.5 Flash Lite | $0.0000 | $0.00125 | $0.00125 | $1.25 | |
| MiMo-V2.5-Pro-UltraSpeed | Xiaomi | $0.0000 | $0.00130 | $0.00130 | $1.31 |
| Qwen2.5 32B Instruct | Alibaba | $0.0000 | $0.00140 | $0.00140 | $1.40 |
| Qwen3 235B-A22B | Alibaba | $0.0000 | $0.00140 | $0.00140 | $1.40 |
| Qwen3 32B | Alibaba | $0.0000 | $0.00140 | $0.00140 | $1.40 |
| Qwen3-VL 235B-A22B | Alibaba | $0.0000 | $0.00140 | $0.00140 | $1.40 |
| Qwen3.6 Plus | Alibaba | $0.0000 | $0.00150 | $0.00150 | $1.50 |
| Kimi K2.5 | Moonshot AI | $0.0000 | $0.00150 | $0.00150 | $1.50 |
| Kimi K2.5 | AWS Bedrock | $0.0000 | $0.00150 | $0.00150 | $1.50 |
| Qwen3.7 Plus | Alibaba | $0.0000 | $0.00150 | $0.00150 | $1.50 |
| Amazon Nova Pro | AWS Bedrock | $0.0000 | $0.00160 | $0.00160 | $1.60 |
| GLM-5 | Z.ai (Zhipu AI) | $0.0000 | $0.00160 | $0.00160 | $1.60 |
| Qwen-VL Max | Alibaba | $0.0000 | $0.00160 | $0.00160 | $1.60 |
| Qwen3.5 122B-A10B | Alibaba | $0.0000 | $0.00160 | $0.00160 | $1.60 |
| GLM-5 | AWS Bedrock | $0.0000 | $0.00160 | $0.00160 | $1.60 |
| Nemotron 3 Ultra 550B A55B | Nvidia | $0.0000 | $0.00180 | $0.00180 | $1.80 |
| Qwen3.5 397B-A17B | Alibaba | $0.0000 | $0.00180 | $0.00180 | $1.80 |
| Qwen3.6 27B | Alibaba | $0.0000 | $0.00180 | $0.00180 | $1.80 |
| Kimi K2.7 Code | Moonshot AI | $0.0000 | $0.00200 | $0.00200 | $2.00 |
| GLM-5-Turbo | Z.ai (Zhipu AI) | $0.0000 | $0.00200 | $0.00200 | $2.00 |
| GLM-5V-Turbo | Z.ai (Zhipu AI) | $0.0000 | $0.00200 | $0.00200 | $2.00 |
| Kimi K2.6 | Moonshot AI | $0.0000 | $0.00200 | $0.00200 | $2.00 |
| Muse Spark 1.1 | Meta | $0.0000 | $0.00213 | $0.00213 | $2.13 |
| o4-mini | OpenAI | $0.0000 | $0.00220 | $0.00220 | $2.20 |
| GLM-5.2 | Z.ai (Zhipu AI) | $0.0000 | $0.00220 | $0.00220 | $2.20 |
| GLM-5.1 | Z.ai (Zhipu AI) | $0.0000 | $0.00220 | $0.00220 | $2.20 |
| o3-mini | OpenAI | $0.0000 | $0.00220 | $0.00220 | $2.20 |
| MAI-Code-1-Flash | Microsoft | $0.0000 | $0.00225 | $0.00225 | $2.25 |
| GPT-5.4 mini | OpenAI | $0.0000 | $0.00225 | $0.00225 | $2.25 |
| QVQ Max | Alibaba | $0.0000 | $0.00240 | $0.00240 | $2.40 |
| Claude Haiku 4.5 | Anthropic | $0.0000 | $0.00250 | $0.00250 | $2.50 |
| Qwen3 Coder Plus | Alibaba | $0.0000 | $0.00250 | $0.00250 | $2.50 |
| Qwen2.5 72B Instruct | Alibaba | $0.0000 | $0.00280 | $0.00280 | $2.80 |
| Grok 4.5 | xAI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Qwen3 Max | Alibaba | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| GPT-5.6 Luna | OpenAI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Mixtral 8x22B | Mistral AI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| GPT-5.6 Luna | AWS Bedrock | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Qwen3-Next 80B-A3B (Thinking) | Alibaba | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Qwen Max | Alibaba | $0.0000 | $0.00320 | $0.00320 | $3.20 |
| Qwen-MT Plus | Alibaba | $0.0000 | $0.00369 | $0.00369 | $3.69 |
| Qwen3.7 Max | Alibaba | $0.0000 | $0.00375 | $0.00375 | $3.75 |
| Qwen3-Coder 480B-A35B Instruct | Alibaba | $0.0000 | $0.00375 | $0.00375 | $3.75 |
| Gemini 3.6 Flash | $0.0000 | $0.00375 | $0.00375 | $3.75 | |
| GPT-4.1 | OpenAI | $0.0000 | $0.00400 | $0.00400 | $4.00 |
| o3 | OpenAI | $0.0000 | $0.00400 | $0.00400 | $4.00 |
| Sonar Reasoning Pro | Perplexity | $0.0000 | $0.00400 | $0.00400 | $4.00 |
| Sonar Deep Research | Perplexity | $0.0000 | $0.00400 | $0.00400 | $4.00 |
| Kimi K2.7 Code HighSpeed | Moonshot AI | $0.0000 | $0.00400 | $0.00400 | $4.00 |
| Kimi K2 Thinking Turbo | Moonshot AI | $0.0000 | $0.00400 | $0.00400 | $4.00 |
| o4-mini-deep-research | OpenAI | $0.0000 | $0.00400 | $0.00400 | $4.00 |
| Qwen2.5-VL 72B Instruct | Alibaba | $0.0000 | $0.00420 | $0.00420 | $4.20 |
| Gemini 3.5 Flash | $0.0000 | $0.00450 | $0.00450 | $4.50 | |
| Step 1 (32K) | StepFun | $0.0000 | $0.00479 | $0.00479 | $4.80 |
| GPT-5 | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-4o | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Claude Sonnet 5 | Anthropic | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Gemini 2.5 Pro | $0.0000 | $0.00500 | $0.00500 | $5.00 | |
| Command A | Cohere | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Command R+ | Cohere | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Claude Sonnet 5 (Global) | AWS Bedrock | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-5.1 | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-5.1 Codex | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-5.1 Codex Max | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-5-Codex | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Amazon Nova Premier | AWS Bedrock | $0.0000 | $0.00625 | $0.00625 | $6.25 |
| GPT-5.2 | OpenAI | $0.0000 | $0.00700 | $0.00700 | $7.00 |
| GPT-5.2 Codex | OpenAI | $0.0000 | $0.00700 | $0.00700 | $7.00 |
| GPT-5.3 Codex | OpenAI | $0.0000 | $0.00700 | $0.00700 | $7.00 |
| GPT-5.3 Codex Spark | OpenAI | $0.0000 | $0.00700 | $0.00700 | $7.00 |
| GPT-5.4 | OpenAI | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Claude Sonnet 4.6 | Anthropic | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Sonar Pro | Perplexity | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Kimi K3 | Moonshot AI | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Claude Sonnet 4.5 (latest) | Anthropic | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| GPT-5.6 Terra | OpenAI | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| GPT-5.6 Terra | AWS Bedrock | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Step 2 (16K) | StepFun | $0.0000 | $0.00822 | $0.00822 | $8.22 |
| AU Anthropic Claude Sonnet 4.6 | AWS Bedrock | $0.0000 | $0.00825 | $0.00825 | $8.25 |
| GPT-5.4 | AWS Bedrock | $0.0000 | $0.00825 | $0.00825 | $8.25 |
| Claude Opus 4.8 | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.6 | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.6 (US) | AWS Bedrock | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.7 (US) | AWS Bedrock | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.8 | AWS Bedrock | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.5 (latest) | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.7 | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 5 (JP) | AWS Bedrock | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 5 | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| GPT-4 Turbo | OpenAI | $0.0000 | $0.0150 | $0.0150 | $15.00 |
| GPT-5.5 | OpenAI | $0.0000 | $0.0150 | $0.0150 | $15.00 |
| GPT-5.6 | OpenAI | $0.0000 | $0.0150 | $0.0150 | $15.00 |
| GPT-5.6 Sol | OpenAI | $0.0000 | $0.0150 | $0.0150 | $15.00 |
| GPT-5.6 Sol | AWS Bedrock | $0.0000 | $0.0150 | $0.0150 | $15.00 |
| GPT-5.5 | AWS Bedrock | $0.0000 | $0.0165 | $0.0165 | $16.50 |
| o3-deep-research | OpenAI | $0.0000 | $0.0200 | $0.0200 | $20.00 |
| Claude Fable 5 | Anthropic | $0.0000 | $0.0250 | $0.0250 | $25.00 |
| Claude Fable 5 | AWS Bedrock | $0.0000 | $0.0250 | $0.0250 | $25.00 |
| GPT-4 | OpenAI | $0.0000 | $0.0300 | $0.0300 | $30.00 |
| o1 | OpenAI | $0.0000 | $0.0300 | $0.0300 | $30.00 |
| Claude Opus 4.1 (latest) | Anthropic | $0.0000 | $0.0375 | $0.0375 | $37.50 |
| o3-pro | OpenAI | $0.0000 | $0.0400 | $0.0400 | $40.00 |
| GPT-5 Pro | OpenAI | $0.0000 | $0.0600 | $0.0600 | $60.00 |
| GPT-5.2 Pro | OpenAI | $0.0000 | $0.0840 | $0.0840 | $84.00 |
| GPT-5.4 Pro | OpenAI | $0.0000 | $0.0900 | $0.0900 | $90.00 |
| GPT-5.5 Pro | OpenAI | $0.0000 | $0.0900 | $0.0900 | $90.00 |
| o1-pro | OpenAI | $0.0000 | $0.3000 | $0.3000 | $300.00 |
Then: Monthly AI Bill Forecaster
Results update automatically as you type.
Result
$4,652.39 by month 12
$29,001.67 cumulative at 15.0% monthly growth
- Starting monthly spend
- $1,000.00
- Monthly growth
- 15.0%
- Spend in month 12
- $4,652.39
- Cumulative spend
- $29,001.67
| Month 1 | $1,000.00 | $1,000.00 |
| Month 3 | $1,322.50 | $3,472.50 |
| Month 6 | $2,011.36 | $8,753.74 |
| Month 12 | $4,652.39 | $29,001.67 |
Why this isn't trivial
The part people underestimate: a shorter prompt saves a little per call but a lot across millions of calls, so optimization pays back fastest at high volume. In practice the biggest savings come from trimming and templating prompts to cut tokens per call, so it is worth modelling before you commit.
How it's calculated
We estimate this by comparing optimized versus original prompt cost per call across your volume. Every figure uses the current provider prices baked into the site (reviewed daily), and you can override any input to match your own assumptions.
Frequently asked questions
Is prompt optimization worth the effort?+
At scale, absolutely — small per-call savings multiply across your whole volume.
What's the fastest win?+
Remove redundant instructions and examples the model doesn't need.
Are these prices up to date?+
Yes. The model prices behind this calculator are refreshed and reviewed daily, so your estimate reflects current provider rates rather than a stale snapshot.
Related
How much can trimming my prompt context save?
Estimate savings from trimming unnecessary context out of your prompts.
How much would a cheaper model save me per year?
Project the annual savings from switching to a cheaper model at your volume.
What happens to my AI bill if I 10x my users?
Project your AI bill if usage grows 10x, and see which levers keep it under control.
How much will 1 million AI requests cost?
Estimate the cost of 1,000,000 AI requests at your token sizes and model choice.
Calculator
Prompt Cost Across All Providers
Calculator
Monthly AI Bill Forecaster
Estimates for planning. Pricing data last reviewed 28 July 2026.