At 40 requests/user/day (totaling 1,200,000 queries/mo), running AI coding assistant on DeepInfra — Qwen 2.5 Coder 32B costs $1,728.00 / month ($1.728 / 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 |
|---|---|---|---|---|---|
| DeepInfra — Qwen 2.5 Coder 32B (Current) | deepinfra | $1,728.00 | $1.728 | $20,736.00 | 128,000 |
| GPT-5.3 Codex | openai | $45,192.00 | $45.192 | $542,304.00 | 256,000 |
| DeepSeek Coder V2.5 | deepseek | $1,599.36 | $1.599 | $19,192.32 | 128,000 |
| Codestral 2501 | mistral | $4,147.20 | $4.147 | $49,766.40 | 256,000 |
| Grok Build 0.1 | xai | $12,288.00 | $12.288 | $147,456.00 | 256,000 |
| Qwen 2.5 Coder 32B | qwen | $2,764.80 | $2.765 | $33,177.60 | 128,000 |
At 40 queries per user/day with DeepInfra — Qwen 2.5 Coder 32B, the estimated cost is $1.728 per monthly active user (MAU). Total monthly bill for 1,000 Active Users is $1,728.00.
Assuming a 60% cache hit rate on repeated system and context tokens, prompt caching saves $0.00 per month ($0.00/year) on DeepInfra — Qwen 2.5 Coder 32B.
With a direct COGS of $1.728 per user/month on DeepInfra — Qwen 2.5 Coder 32B, charging at least $8.64 per user/month ensures an 80%+ software gross margin.