At 40 requests/user/day (totaling 60,000 queries/mo), running AI coding assistant on Gemini 3.7 Flash costs $1,216.80 / month ($24.336 / user / mo).
Total expected API invoice for 50 Active Users generating 60,000 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 (50 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Gemini 3.7 Flash (Current) | $1,216.80 | $24.336 | $14,601.60 | 1,000,000 | |
| GPT-5.6 Terra | openai | $2,102.40 | $42.048 | $25,228.80 | 1,050,000 |
| GPT-5.4 Workhorse | openai | $2,628.00 | $52.56 | $31,536.00 | 256,000 |
| o3-mini | openai | $1,082.40 | $21.648 | $12,988.80 | 200,000 |
| o4-mini | openai | $963.60 | $19.272 | $11,563.20 | 256,000 |
| o1-mini | openai | $1,082.40 | $21.648 | $12,988.80 | 128,000 |
At 40 queries per user/day with Gemini 3.7 Flash, the estimated cost is $24.336 per monthly active user (MAU). Total monthly bill for 50 Active Users is $1,216.80.
Assuming a 60% cache hit rate on repeated system and context tokens, prompt caching saves $583.20 per month ($6,998.40/year) on Gemini 3.7 Flash.
With a direct COGS of $24.336 per user/month on Gemini 3.7 Flash, charging at least $121.68 per user/month ensures an 80%+ software gross margin.