How much can trimming my prompt context save?
Teams with bloated prompts keep asking whether they should estimate savings from trimming prompt context. The honest answer needs the cost, the value and the payback period together — which is exactly what this tool computes so the decision is a number, not a hunch.
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
Llama 3.2 1B Instruct: $0.00000500 per prompt
~0 input tokens + 500 output tokens across 373 models
- Cheapest
- Llama 3.2 1B Instruct — $0.00000500
- Most expensive
- o1-pro — $0.3000
- Input tokens(estimated)
- 0
| Llama 3.2 1B Instruct | Meta | $0.0000 | $0.00000500 | $0.00000500 | $0.00500 |
| GPT OSS 20B | OpenAI | $0.0000 | $0.00000900 | $0.00000900 | $0.00900 |
| Llama 3.2 3B Instruct | Meta | $0.0000 | $0.0000100 | $0.0000100 | $0.0100 |
| GPT OSS 120B | OpenAI | $0.0000 | $0.0000185 | $0.0000185 | $0.0185 |
| Llama 3.1 8b Instruct | Meta | $0.0000 | $0.0000200 | $0.0000200 | $0.0200 |
| Ministral 3B | Mistral AI | $0.0000 | $0.0000200 | $0.0000200 | $0.0200 |
| gemma-3-4b-it | $0.0000 | $0.0000250 | $0.0000250 | $0.0250 | |
| Llama 3.2 11B Vision Instruct | Meta | $0.0000 | $0.0000275 | $0.0000275 | $0.0275 |
| Qwen3.5 4B | Alibaba | $0.0000 | $0.0000350 | $0.0000350 | $0.0350 |
| Gemma 3 4B IT (Bedrock) | AWS Bedrock | $0.0000 | $0.0000400 | $0.0000400 | $0.0400 |
| Gemma 4 E2B IT (Bedrock) | AWS Bedrock | $0.0000 | $0.0000400 | $0.0000400 | $0.0400 |
| Ministral 3 3B (Bedrock) | AWS Bedrock | $0.0000 | $0.0000500 | $0.0000500 | $0.0500 |
| gemma-4-26b-a4b-it | $0.0000 | $0.0000500 | $0.0000500 | $0.0500 | |
| Gemma 3 12B IT | $0.0000 | $0.0000600 | $0.0000600 | $0.0600 | |
| DeepSeek V4.1 Flash | DeepSeek | $0.0000 | $0.0000600 | $0.0000600 | $0.0600 |
| Nemotron 3.5 Lightning 30B | Nvidia | $0.0000 | $0.0000600 | $0.0000600 | $0.0600 |
| Qwen3.7 Flash | Alibaba | $0.0000 | $0.0000650 | $0.0000650 | $0.0650 |
| Amazon Nova Micro | AWS Bedrock | $0.0000 | $0.0000700 | $0.0000700 | $0.0700 |
| Phi 4 | Microsoft | $0.0000 | $0.0000700 | $0.0000700 | $0.0700 |
| Nova Micro 1.0 (Bedrock) | AWS Bedrock | $0.0000 | $0.0000700 | $0.0000700 | $0.0700 |
| gemma-4-31b-it | $0.0000 | $0.0000745 | $0.0000745 | $0.0745 | |
| Command R7B | Cohere | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Ministral 3 8B (Bedrock) | 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 3.5 Lightning 30B A3B | Nvidia | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Qwen3.5 9B | Alibaba | $0.0000 | $0.0000750 | $0.0000750 | $0.0750 |
| Gemma 3 27B IT | $0.0000 | $0.0000800 | $0.0000800 | $0.0800 | |
| Hy-MT2-1.8B | Tencent | $0.0000 | $0.0000885 | $0.0000885 | $0.0885 |
| Nemotron 3 Nano 30B A3B | Nvidia | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Ministral 14B 3.0 (Bedrock) | AWS Bedrock | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Qwen Turbo | Alibaba | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Muse Spark 1.2 Contributor | Meta | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Muse Spark 1.3 Contributor | Meta | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Mistral Small 3.2 24B Instruct | Mistral AI | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| nvidia-nemotron-3-nano-30b-a3b | Nvidia | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Qwen2.5 Coder 32B Instruct | Alibaba | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| Qwen3.8 Flash Next | Alibaba | $0.0000 | $0.000100 | $0.000100 | $0.1000 |
| NVIDIA Nemotron Nano 9B v2 (Bedrock) | AWS Bedrock | $0.0000 | $0.000115 | $0.000115 | $0.1150 |
| Nova Lite 1.0 (Bedrock) | AWS Bedrock | $0.0000 | $0.000119 | $0.000119 | $0.1190 |
| Amazon Nova Lite | AWS Bedrock | $0.0000 | $0.000120 | $0.000120 | $0.1200 |
| NVIDIA Nemotron Nano 3 30B (Bedrock) | 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 |
| 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 |
| MiMo-V2.6-Flash | Xiaomi | $0.0000 | $0.000140 | $0.000140 | $0.1400 |
| Google Gemma 3 12B (Bedrock) | AWS Bedrock | $0.0000 | $0.000145 | $0.000145 | $0.1450 |
| Qwen3 30B A3B | Alibaba | $0.0000 | $0.000145 | $0.000145 | $0.1450 |
| Hy-MT2-30B-A3B | Tencent | $0.0000 | $0.000148 | $0.000148 | $0.1475 |
| Hy-MT2-7B | Tencent | $0.0000 | $0.000148 | $0.000148 | $0.1475 |
| Hy-MT2 Plus | Tencent | $0.0000 | $0.000148 | $0.000148 | $0.1475 |
| Qwen3 VL 8B Instruct | Alibaba | $0.0000 | $0.000149 | $0.000149 | $0.1494 |
| Gemini 2.0 Flash-Lite | $0.0000 | $0.000150 | $0.000150 | $0.1500 | |
| gpt-oss-20b (Bedrock) | 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 17B 16E Instruct | Meta | $0.0000 | $0.000150 | $0.000150 | $0.1500 |
| Mistral Small 3.1 24B Instruct | Mistral AI | $0.0000 | $0.000150 | $0.000150 | $0.1500 |
| Llama 3.3 70B Instruct Turbo | Meta | $0.0000 | $0.000160 | $0.000160 | $0.1600 |
| Qwen3.8 27B | Alibaba | $0.0000 | $0.000160 | $0.000160 | $0.1600 |
| Llama 4 Scout | Meta | $0.0000 | $0.000170 | $0.000170 | $0.1700 |
| Nemotron 3.5 Super VL | Nvidia | $0.0000 | $0.000175 | $0.000175 | $0.1750 |
| Google Gemma 3 27B Instruct (Bedrock) | AWS Bedrock | $0.0000 | $0.000190 | $0.000190 | $0.1900 |
| 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-Flash (Bedrock) | AWS Bedrock | $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 |
| Gemma 4 26B A4B IT (Bedrock) | AWS Bedrock | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| Gemma 4 31B IT (Bedrock) | AWS Bedrock | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| Qwen3.5 Flash | Alibaba | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| Llama 3.1 70B Instruct | Meta | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| qwen-2-5-72b-instruct | Alibaba | $0.0000 | $0.000200 | $0.000200 | $0.2000 |
| GLM-5.3-Flash | Z.ai (Zhipu AI) | $0.0000 | $0.000209 | $0.000209 | $0.2092 |
| Qwen3 VL 30B A3B Instruct | Alibaba | $0.0000 | $0.000209 | $0.000209 | $0.2092 |
| Qwen3 VL 30B A3B Thinking | Alibaba | $0.0000 | $0.000209 | $0.000209 | $0.2092 |
| 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 |
| Qwen3.8 Flash | Alibaba | $0.0000 | $0.000235 | $0.000235 | $0.2350 |
| Qwen3.8 Omni Flash | Alibaba | $0.0000 | $0.000235 | $0.000235 | $0.2350 |
| MiniMax-M2.1 Lightning | MiniMax | $0.0000 | $0.000240 | $0.000240 | $0.2400 |
| WizardLM-2 8x22B | Microsoft | $0.0000 | $0.000240 | $0.000240 | $0.2400 |
| Qwen-MT Turbo | Alibaba | $0.0000 | $0.000245 | $0.000245 | $0.2450 |
| Claude Haiku 5.5 | Anthropic | $0.0000 | $0.000250 | $0.000250 | $0.2500 |
| GPT-6 Luna | OpenAI | $0.0000 | $0.000250 | $0.000250 | $0.2500 |
| GLM-5.3-Flash | Mistral AI | $0.0000 | $0.000250 | $0.000250 | $0.2500 |
| GPT-6 Luna Pro | OpenAI | $0.0000 | $0.000250 | $0.000250 | $0.2500 |
| Qwen3 Coder | Alibaba | $0.0000 | $0.000250 | $0.000250 | $0.2500 |
| Claude Haiku 5.5 (Bedrock) | AWS Bedrock | $0.0000 | $0.000275 | $0.000275 | $0.2750 |
| GPT-6 Luna (Bedrock) | AWS Bedrock | $0.0000 | $0.000275 | $0.000275 | $0.2750 |
| Hunyuan A13B Instruct | Tencent | $0.0000 | $0.000285 | $0.000285 | $0.2850 |
| DeepSeek V4.1 Flash Fast | DeepSeek | $0.0000 | $0.000290 | $0.000290 | $0.2900 |
| Mistral Saba | Mistral AI | $0.0000 | $0.000297 | $0.000297 | $0.2975 |
| 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 |
| DeepSeek V4 Flash | DeepSeek | $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 (Bedrock) | AWS Bedrock | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| gpt-oss-120b (Bedrock) | AWS Bedrock | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| DeepSeek V4.1 Flash 1017 | DeepSeek | $0.0000 | $0.000300 | $0.000300 | $0.3000 |
| MiniMax-M3.1-Flash | MiniMax | $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 (Bedrock) | AWS Bedrock | $0.0000 | $0.000325 | $0.000325 | $0.3250 |
| Gemma 2 27B | $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 |
| DeepSeek V3.1 Terminus | DeepSeek | $0.0000 | $0.000350 | $0.000350 | $0.3500 |
| DeepSeek V3.1 | DeepSeek | $0.0000 | $0.000355 | $0.000355 | $0.3550 |
| meta-llama-3-3-70b-instruct | Meta | $0.0000 | $0.000395 | $0.000395 | $0.3950 |
| 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-coder-next | Alibaba | $0.0000 | $0.000400 | $0.000400 | $0.4000 |
| Qwen3-VL 30B-A3B | Alibaba | $0.0000 | $0.000400 | $0.000400 | $0.4000 |
| Muse Glimmer 30B | Meta | $0.0000 | $0.000400 | $0.000400 | $0.4000 |
| Llama 4 Maverick | Meta | $0.0000 | $0.000425 | $0.000425 | $0.4250 |
| 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 |
| MiMo-V2.6-Pro | Xiaomi | $0.0000 | $0.000435 | $0.000435 | $0.4350 |
| Qwen3 VL 235B A22B Instruct | Alibaba | $0.0000 | $0.000440 | $0.000440 | $0.4400 |
| 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 |
| Codestral 2 | $0.0000 | $0.000450 | $0.000450 | $0.4500 | |
| Sonar | Perplexity | $0.0000 | $0.000500 | $0.000500 | $0.5000 |
| DeepSeek V3 | DeepSeek | $0.0000 | $0.000500 | $0.000500 | $0.5000 |
| GLM-5.3-FlashX | Z.ai (Zhipu AI) | $0.0000 | $0.000523 | $0.000523 | $0.5229 |
| 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 |
| MiniMax 01 | MiniMax | $0.0000 | $0.000561 | $0.000561 | $0.5610 |
| 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 |
| GPT-5.6 Luna | OpenAI | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax-M2 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax M2 (Bedrock) | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax-M2.1 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax M2.1 (Bedrock) | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax-M2.5 | MiniMax | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| MiniMax M2.5 (Bedrock) | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| Qwen Plus | Alibaba | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| Qwen3 Coder Next (Bedrock) | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| Qwen/Qwen3-Next-80B-A3B-Instruct (Bedrock) | AWS Bedrock | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| GPT-5.6 Luna Pro | OpenAI | $0.0000 | $0.000600 | $0.000600 | $0.6000 |
| GPT-5.4 nano | OpenAI | $0.0000 | $0.000625 | $0.000625 | $0.6250 |
| MiniMax M1 | MiniMax | $0.0000 | $0.000627 | $0.000627 | $0.6270 |
| GPT-5.6 Luna (India) (Bedrock) | AWS Bedrock | $0.0000 | $0.000660 | $0.000660 | $0.6600 |
| Qwen Plus Character (Japanese) | Alibaba | $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 |
| Grok Code Fast 1 | xAI | $0.0000 | $0.000713 | $0.000713 | $0.7125 |
| Mistral Large 3 | Mistral AI | $0.0000 | $0.000750 | $0.000750 | $0.7500 |
| Mistral Large 3 (Bedrock) | AWS Bedrock | $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 |
| 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 |
| Qwen3.7 Plus | Alibaba | $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 |
| GPT-3.5 Turbo Instruct | OpenAI | $0.0000 | $0.000900 | $0.000900 | $0.9000 |
| Kimi K2 Instruct | Moonshot AI | $0.0000 | $0.000900 | $0.000900 | $0.9000 |
| DeepSeek V4 Pro | DeepSeek | $0.0000 | $0.000990 | $0.000990 | $0.9900 |
| 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 (Bedrock) | 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 |
| Mistral Medium 3 | $0.0000 | $0.00100 | $0.00100 | $1.00 | |
| mistral-large-4-0 | Mistral AI | $0.0000 | $0.00104 | $0.00104 | $1.05 |
| Mistral Large 4 | Mistral AI | $0.0000 | $0.00105 | $0.00105 | $1.05 |
| Mistral Large 4.0.8 | Mistral AI | $0.0000 | $0.00105 | $0.00105 | $1.05 |
| NVIDIA Nemotron 3 Ultra | Nvidia | $0.0000 | $0.00108 | $0.00108 | $1.08 |
| DeepSeek R1 | DeepSeek | $0.0000 | $0.00109 | $0.00109 | $1.09 |
| 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 (Bedrock) | AWS Bedrock | $0.0000 | $0.00110 | $0.00110 | $1.10 |
| MiniMax M1 80K | MiniMax | $0.0000 | $0.00110 | $0.00110 | $1.10 |
| Qwen3.6 35B-A3B | Alibaba | $0.0000 | $0.00113 | $0.00113 | $1.13 |
| 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 3 Flash | $0.0000 | $0.00121 | $0.00121 | $1.21 | |
| Gemini 2.5 Flash | $0.0000 | $0.00125 | $0.00125 | $1.25 | |
| Grok 4.3 | xAI | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Grok 4.3 (Bedrock) | AWS Bedrock | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Kimi K2 Thinking | Moonshot AI | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Kimi K2 Thinking (Bedrock) | AWS Bedrock | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Gemini 3.5 Flash Lite | $0.0000 | $0.00125 | $0.00125 | $1.25 | |
| Grok 4.20 | xAI | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Kimi K2 | Moonshot AI | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| Nova 2 Lite (Bedrock) | AWS Bedrock | $0.0000 | $0.00125 | $0.00125 | $1.25 |
| MiMo-V2.5-Pro-UltraSpeed | Xiaomi | $0.0000 | $0.00130 | $0.00130 | $1.31 |
| Qwen/Qwen3-VL-235B-A22B-Instruct (Bedrock) | AWS Bedrock | $0.0000 | $0.00133 | $0.00133 | $1.33 |
| Qwen3-VL 235B-A22B | Alibaba | $0.0000 | $0.00140 | $0.00140 | $1.40 |
| 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 Thinking | Alibaba | $0.0000 | $0.00143 | $0.00143 | $1.43 |
| 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 (Bedrock) | AWS Bedrock | $0.0000 | $0.00150 | $0.00150 | $1.50 |
| Nova Pro 1.0 (Bedrock) | AWS Bedrock | $0.0000 | $0.00160 | $0.00160 | $1.60 |
| 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 |
| GLM-5 (Bedrock) | AWS Bedrock | $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 |
| 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 |
| Gemini 3.6 Flash | $0.0000 | $0.00187 | $0.00187 | $1.88 | |
| Gemini 3.7 Flash | $0.0000 | $0.00187 | $0.00187 | $1.88 | |
| Gemini 3.8 Flash | $0.0000 | $0.00187 | $0.00187 | $1.88 | |
| 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 |
| GLM-5.3 | Z.ai (Zhipu AI) | $0.0000 | $0.00209 | $0.00209 | $2.09 |
| Muse Spark 1.1 | Meta | $0.0000 | $0.00213 | $0.00213 | $2.13 |
| Muse Spark 1.2 | Meta | $0.0000 | $0.00213 | $0.00213 | $2.13 |
| Muse Spark 1.3 | Meta | $0.0000 | $0.00213 | $0.00213 | $2.13 |
| Muse Spark Open | 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 |
| GLM-5.2 | Mistral AI | $0.0000 | $0.00220 | $0.00220 | $2.20 |
| GLM-5.3 | Mistral AI | $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 |
| GPT-6.1 Terra | OpenAI | $0.0000 | $0.00250 | $0.00250 | $2.50 |
| GPT-6.1 Terra Pro | OpenAI | $0.0000 | $0.00250 | $0.00250 | $2.50 |
| GPT-6.1 Terra (Bedrock) | AWS Bedrock | $0.0000 | $0.00275 | $0.00275 | $2.75 |
| Qwen2.5 72B Instruct | Alibaba | $0.0000 | $0.00280 | $0.00280 | $2.80 |
| Qwen3.8 2.4T A95B | Alibaba | $0.0000 | $0.00285 | $0.00285 | $2.85 |
| 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 (Bedrock) | AWS Bedrock | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Mixtral 8x22B | Mistral AI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Qwen3-Next 80B-A3B (Thinking) | Alibaba | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Grok 4.6 | xAI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Grok 4.7 | xAI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Grok 4.7 (Bedrock) | AWS Bedrock | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Qwen3.8 Max | Alibaba | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Mistral Large | Mistral AI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Mixtral 8x22B Instruct | Mistral AI | $0.0000 | $0.00300 | $0.00300 | $3.00 |
| Qwen Max | Alibaba | $0.0000 | $0.00320 | $0.00320 | $3.20 |
| Grok 4.6 (Bedrock) | AWS Bedrock | $0.0000 | $0.00330 | $0.00330 | $3.30 |
| GLM 5.2 Fast | Z.ai (Zhipu AI) | $0.0000 | $0.00330 | $0.00330 | $3.30 |
| GLM 5.3 Fast | Z.ai (Zhipu AI) | $0.0000 | $0.00330 | $0.00330 | $3.30 |
| Mistral Medium 3.5 128B | Mistral AI | $0.0000 | $0.00345 | $0.00345 | $3.45 |
| Gemini 3.1 Pro Preview | $0.0000 | $0.00357 | $0.00357 | $3.57 | |
| 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 |
| Mistral Medium 3.5 | Mistral AI | $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 |
| MiMo-V2.6-Pro-UltraSpeed | Xiaomi | $0.0000 | $0.00435 | $0.00435 | $4.35 |
| 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 |
| Claude Sonnet 5 (Bedrock) | AWS Bedrock | $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 |
| 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 |
| Claude Sonnet 5.5 | Anthropic | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Gemini 4 Argon | $0.0000 | $0.00500 | $0.00500 | $5.00 | |
| GPT-6.1 Sol | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-6.1 Sol (Bedrock) | AWS Bedrock | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-6 Sol | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Kimi K3.1 Pro | Moonshot AI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-6.1 Sol Pro | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| GPT-6 Sol Pro | OpenAI | $0.0000 | $0.00500 | $0.00500 | $5.00 |
| Claude Sonnet 5.5 (Bedrock) | AWS Bedrock | $0.0000 | $0.00550 | $0.00550 | $5.50 |
| GPT-6 Sol (Bedrock) | AWS Bedrock | $0.0000 | $0.00550 | $0.00550 | $5.50 |
| Claude Sonnet 5 (India) (Bedrock) | AWS Bedrock | $0.0000 | $0.00550 | $0.00550 | $5.50 |
| GPT-5.6 Terra | OpenAI | $0.0000 | $0.00600 | $0.00600 | $6.00 |
| GPT-5.6 Terra Pro | OpenAI | $0.0000 | $0.00600 | $0.00600 | $6.00 |
| Qwen3.8 Max Prime | Alibaba | $0.0000 | $0.00600 | $0.00600 | $6.00 |
| Amazon Nova Premier | AWS Bedrock | $0.0000 | $0.00625 | $0.00625 | $6.25 |
| Claude Sonnet 4 | Anthropic | $0.0000 | $0.00650 | $0.00650 | $6.50 |
| GPT-5.6 Terra (India) (Bedrock) | AWS Bedrock | $0.0000 | $0.00660 | $0.00660 | $6.60 |
| 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 |
| Kimi K3 (Bedrock) | AWS Bedrock | $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 (Bedrock) | AWS Bedrock | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Grok 4 | xAI | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Kimi K3 Fast | Moonshot AI | $0.0000 | $0.00750 | $0.00750 | $7.50 |
| Step 2 (16K) | StepFun | $0.0000 | $0.00822 | $0.00822 | $8.22 |
| GPT-5.4 (Bedrock) | AWS Bedrock | $0.0000 | $0.00825 | $0.00825 | $8.25 |
| Anthropic Claude Sonnet 4.6 (Bedrock) | AWS Bedrock | $0.0000 | $0.00825 | $0.00825 | $8.25 |
| GPT-5.6 | OpenAI | $0.0000 | $0.0100 | $0.0100 | $10.00 |
| GPT-5.6 Sol | OpenAI | $0.0000 | $0.0100 | $0.0100 | $10.00 |
| Claude Opus 5.5 | Anthropic | $0.0000 | $0.0100 | $0.0100 | $10.00 |
| Kimi K3.1 Pro Highspeed | Moonshot AI | $0.0000 | $0.0100 | $0.0100 | $10.00 |
| Muse Wonder | Meta | $0.0000 | $0.0100 | $0.0100 | $10.00 |
| GPT-5.6 Sol Pro | OpenAI | $0.0000 | $0.0100 | $0.0100 | $10.00 |
| muse-wonder | Meta | $0.0000 | $0.0100 | $0.0100 | $10.00 |
| Claude Opus 5.5 (Bedrock) | AWS Bedrock | $0.0000 | $0.0110 | $0.0110 | $11.00 |
| Claude Opus 4.8 | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.8 (Bedrock) | AWS Bedrock | $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 (Bedrock) | AWS Bedrock | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.7 | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 4.7 (Bedrock) | 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 5 | Anthropic | $0.0000 | $0.0125 | $0.0125 | $12.50 |
| Claude Opus 5 (Bedrock) | AWS Bedrock | $0.0000 | $0.0138 | $0.0138 | $13.75 |
| Claude Opus 5 (India) (Bedrock) | AWS Bedrock | $0.0000 | $0.0138 | $0.0138 | $13.75 |
| 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 Sol (Bedrock) | AWS Bedrock | $0.0000 | $0.0150 | $0.0150 | $15.00 |
| Nano Banana 2.1 | $0.0000 | $0.0150 | $0.0150 | $15.00 | |
| GPT-5.5 (Bedrock) | 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 (Bedrock) | AWS Bedrock | $0.0000 | $0.0250 | $0.0250 | $25.00 |
| Claude Fable 5.1 | Anthropic | $0.0000 | $0.0250 | $0.0250 | $25.00 |
| GPT-6 Astra | OpenAI | $0.0000 | $0.0250 | $0.0250 | $25.00 |
| Claude Opus 5 Fast | Anthropic | $0.0000 | $0.0250 | $0.0250 | $25.00 |
| GPT-6 Astra Pro | OpenAI | $0.0000 | $0.0250 | $0.0250 | $25.00 |
| Claude Fable 5.1 (Bedrock) | AWS Bedrock | $0.0000 | $0.0275 | $0.0275 | $27.50 |
| GPT-6 Astra (Bedrock) | AWS Bedrock | $0.0000 | $0.0275 | $0.0275 | $27.50 |
| 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: Context Window Planner
Results update automatically as you type.
Result
Fits within the context window
5,600 / 128,000 input tokens used (4.4%)
- System prompt
- 400 tokens
- Conversation history
- 2,000 tokens
- Retrieved / context
- 3,000 tokens
- User message
- 200 tokens
- Total input
- 5,600 tokens
- Context window
- 128,000 tokens
- Remaining
- 122,400 tokens
Why this isn't trivial
The part people underestimate: every extra token of context is billed on every request, so trimming a bloated prompt compounds across your whole volume. In practice the biggest savings come from removing unused instructions and redundant context, so it is worth modelling before you commit.
How it's calculated
We estimate this by comparing per-request cost before and after trimming context, scaled by 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
How much can trimming save?+
It scales with volume — cutting a few hundred tokens per call adds up fast at scale.
What can I safely trim?+
Redundant instructions, stale examples and context the model doesn't use.
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 do I save by summarizing before the LLM?
Estimate savings from summarizing long inputs before sending them to an expensive model.
How much can prompt optimization save at scale?
Estimate the savings from optimizing prompts once you account for full request volume.
Is my AI feature worth building? (ROI)
Weigh an AI feature's monthly cost against the value it creates to see if it pays off.
AI chatbot vs live agents: which is cheaper?
Compare the cost of an AI support chatbot against staffing live agents for the same volume.
Calculator
Prompt Cost Across All Providers
Calculator
Context Window Planner
Estimates for planning. Pricing data last reviewed 2 November 2026.