Scenario Workload Preset
Code Generation Assistant Cost Estimator
Model developer copilot inference costs with multi-turn context and code completion token demands.
Input Tokens / Req
8,000
Output Tokens / Req
1,500
Monthly Volume
15,000 reqs
Prompt Cache Hit Ratio
50% cached
Estimated Monthly Spend by Model
Simulated at 15,000 requests/mo with 8,000 in / 1,500 out.
| Foundation Model | Base Rate / 1M | Estimated Spend / Mo | Prompt Cache Savings | Action |
|---|---|---|---|---|
GLM 5.3 FlashRecommended Zhipu AI • 1311k context | In: $0.15/1M Out: $0.5/1M | $22.05 | -$7.20 | Customize → |
Qwen 3.8 MaxRecommended Qwen • 1000k context | In: $2/1M Out: $6/1M | $270.00 | -$105.00 | Customize → |
Claude Sonnet 5.5Recommended Anthropic • 1000k context | In: $2/1M Out: $10/1M | $351.00 | -$114.00 | Customize → |
GPT-6.1 SolRecommended OpenAI • 1050k context | In: $2/1M Out: $10/1M | $351.00 | -$114.00 | Customize → |
Claude Fable 5.1Recommended Anthropic • 1000k context | In: $10/1M Out: $50/1M | $1,740.00 | -$585.00 | Customize → |
Ling 3.0 Flash InclusionAI • 262k context | In: $0.021/1M Out: $0.063/1M | $2.93 | -$1.01 | Customize → |
Ling 3.1 Flash InclusionAI • 262k context | In: $0.075/1M Out: $0.225/1M | $10.46 | -$3.60 | Customize → |
Mercury 3 Inception • 1000k context | In: $0.1/1M Out: $0.35/1M | $14.48 | -$5.40 | Customize → |
MiMo-V2.6 Flash Xiaomi • 1050k context | In: $0.14/1M Out: $0.28/1M | $14.87 | -$8.23 | Customize → |
GPT-6 Luna OpenAI • 1050k context | In: $0.1/1M Out: $0.5/1M | $17.85 | -$5.40 | Customize → |
Claude Haiku 5.5 Anthropic • 1000k context | In: $0.1/1M Out: $0.5/1M | $17.85 | -$5.40 | Customize → |
Llama 4 Scout Meta • 1300k context | In: $0.1/1M Out: $0.3/1M | $18.75 | — | Customize → |
Nemotron 3.5 Super VL NVIDIA • 1049k context | In: $0.1/1M Out: $0.4/1M | $19.80 | -$1.20 | Customize → |
Qwen 3.8 Flash Qwen • 1000k context | In: $0.15/1M Out: $0.47/1M | $20.54 | -$8.04 | Customize → |
DeepSeek V4.1 Flash DeepSeek • 1049k context | In: $0.15/1M Out: $0.6/1M | $22.68 | -$8.82 | Customize → |
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