Scenario Workload Preset
High-Volume Batch Extraction Cost Estimator
Calculate monthly inference spend for bulk document processing, web scraping analysis, and entity extraction.
Input Tokens / Req
4,000
Output Tokens / Req
500
Monthly Volume
100,000 reqs
Prompt Cache Hit Ratio
20% cached
Estimated Monthly Spend by Model
Simulated at 100,000 requests/mo with 4,000 in / 500 out.
| Foundation Model | Base Rate / 1M | Estimated Spend / Mo | Prompt Cache Savings | Action |
|---|---|---|---|---|
Ling 3.0 FlashRecommended InclusionAI • 262k context | In: $0.021/1M Out: $0.063/1M | $10.21 | -$1.34 | Customize → |
GLM 5.3 FlashRecommended Zhipu AI • 1311k context | In: $0.15/1M Out: $0.5/1M | $75.40 | -$9.60 | Customize → |
Gemini 3.5 Flash-LiteRecommended Google • 1000k context | In: $0.3/1M Out: $2.5/1M | $223.40 | -$21.60 | Customize → |
Ling 3.1 Flash InclusionAI • 262k context | In: $0.075/1M Out: $0.225/1M | $36.45 | -$4.80 | Customize → |
Mercury 3 Inception • 1000k context | In: $0.1/1M Out: $0.35/1M | $50.30 | -$7.20 | Customize → |
Llama 4 Scout Meta • 1300k context | In: $0.1/1M Out: $0.3/1M | $55.00 | — | Customize → |
GPT-6 Luna OpenAI • 1050k context | In: $0.1/1M Out: $0.5/1M | $57.80 | -$7.20 | Customize → |
Claude Haiku 5.5 Anthropic • 1000k context | In: $0.1/1M Out: $0.5/1M | $57.80 | -$7.20 | Customize → |
Nemotron 3.5 Super VL NVIDIA • 1049k context | In: $0.1/1M Out: $0.4/1M | $58.40 | -$1.60 | Customize → |
MiMo-V2.6 Flash Xiaomi • 1050k context | In: $0.14/1M Out: $0.28/1M | $59.02 | -$10.98 | Customize → |
Qwen 3.8 Flash Qwen • 1000k context | In: $0.15/1M Out: $0.47/1M | $72.78 | -$10.72 | Customize → |
DeepSeek V4.1 Flash DeepSeek • 1049k context | In: $0.15/1M Out: $0.6/1M | $78.24 | -$11.76 | Customize → |
MiniMax M3.1 Flash MiniMax • 1049k context | In: $0.15/1M Out: $0.6/1M | $79.20 | -$10.80 | Customize → |
Llama 4 Maverick Meta • 1000k context | In: $0.1875/1M Out: $0.6525/1M | $96.63 | -$11.00 | Customize → |
GLM 5.3 Zhipu AI • 1311k context | In: $0.0699/1M Out: $1.4/1M | $97.88 | -$0.08 | Customize → |
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