At 4 requests/user/day (totaling 6,000 queries/mo), running Document summarization on Groq LPU — QwQ 32B Reasoner costs $44.904 / month ($0.8981 / user / mo).
Total expected API invoice for 50 Active Users generating 6,000 queries.
Direct inference cost per MAU to model your SaaS pricing tiers and gross margins.
Savings generated by exploiting 10% cache hits on prompt context.
| Model | Provider | Monthly Spend (50 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Groq LPU — QwQ 32B Reasoner (Current) | groq | $44.904 | $0.8981 | $538.848 | 128,000 |
| GPT-5.6 Terra | openai | $316.20 | $6.324 | $3,794.40 | 1,050,000 |
| GPT-5.4 Workhorse | openai | $395.25 | $7.905 | $4,743.00 | 256,000 |
| o3-mini | openai | $172.59 | $3.452 | $2,071.08 | 200,000 |
| o4-mini | openai | $168.465 | $3.369 | $2,021.58 | 256,000 |
| o1-mini | openai | $172.59 | $3.452 | $2,071.08 | 128,000 |
At 4 queries per user/day with Groq LPU — QwQ 32B Reasoner, the estimated cost is $0.8981 per monthly active user (MAU). Total monthly bill for 50 Active Users is $44.904.
Assuming a 10% cache hit rate on repeated system and context tokens, prompt caching saves $0.00 per month ($0.00/year) on Groq LPU — QwQ 32B Reasoner.
With a direct COGS of $0.8981 per user/month on Groq LPU — QwQ 32B Reasoner, charging at least $4.49 per user/month ensures an 80%+ software gross margin.