At 40 requests/user/day (totaling 3,000,000 queries/mo), running AI coding assistant on Codestral 2501 costs $10,368.00 / month ($4.147 / user / mo).
Total expected API invoice for 2,500 Active Users generating 3,000,000 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 (2,500 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Codestral 2501 (Current) | mistral | $10,368.00 | $4.147 | $124,416.00 | 256,000 |
| GPT-5.3 Codex | openai | $112,980.00 | $45.192 | $1,355,760.00 | 256,000 |
| DeepSeek Coder V2.5 | deepseek | $3,998.40 | $1.599 | $47,980.80 | 128,000 |
| Grok Build 0.1 | xai | $30,720.00 | $12.288 | $368,640.00 | 256,000 |
| Qwen 2.5 Coder 32B | qwen | $6,912.00 | $2.765 | $82,944.00 | 128,000 |
| DeepInfra — Qwen 2.5 Coder 32B | deepinfra | $4,320.00 | $1.728 | $51,840.00 | 128,000 |
At 40 queries per user/day with Codestral 2501, the estimated cost is $4.147 per monthly active user (MAU). Total monthly bill for 2,500 Active Users is $10,368.00.
Assuming a 60% cache hit rate on repeated system and context tokens, prompt caching saves $5,832.00 per month ($69,984.00/year) on Codestral 2501.
With a direct COGS of $4.147 per user/month on Codestral 2501, charging at least $20.736 per user/month ensures an 80%+ software gross margin.