At 40 requests/user/day (totaling 1,200,000 queries/mo), running AI coding assistant on Qwen 3.8 Max (2.4T MoE) costs $27,648.00 / month ($27.648 / user / mo).
Total expected API invoice for 1,000 Active Users generating 1,200,000 queries.
Direct inference cost per MAU to model your SaaS pricing tiers and gross margins.
Savings generated by exploiting 60% cache hits on prompt context.
| Model | Provider | Monthly Spend (1,000 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Qwen 3.8 Max (2.4T MoE) (Current) | qwen | $27,648.00 | $27.648 | $331,776.00 | 256,000 |
| GPT-5.6 Sol | openai | $105,120.00 | $105.12 | $1,261,440.00 | 1,050,000 |
| GPT-5.6 Cyber | openai | $262,800.00 | $262.80 | $3,153,600.00 | 1,050,000 |
| GPT-5.5 Standard | openai | $105,120.00 | $105.12 | $1,261,440.00 | 512,000 |
| GPT-5.5 Pro | openai | $630,720.00 | $630.72 | $7,568,640.00 | 512,000 |
| o3-pro (Frontier Reasoning) | openai | $324,480.00 | $324.48 | $3,893,760.00 | 1,000,000 |
At 40 queries per user/day with Qwen 3.8 Max (2.4T MoE), the estimated cost is $27.648 per monthly active user (MAU). Total monthly bill for 1,000 Active Users is $27,648.00.
Assuming a 60% cache hit rate on repeated system and context tokens, prompt caching saves $15,552.00 per month ($186,624.00/year) on Qwen 3.8 Max (2.4T MoE).
With a direct COGS of $27.648 per user/month on Qwen 3.8 Max (2.4T MoE), charging at least $138.24 per user/month ensures an 80%+ software gross margin.