At 20 requests/user/day (totaling 300,000 queries/mo), running Content generation on Groq LPU — QwQ 32B Reasoner costs $210.00 / month ($0.42 / user / mo).
Content generation for a 500 active users (early growth) audience means 10,000 requests per day on average, each carrying 800 input and 1,200 output tokens at a 30% cacheable share — so the effective per-request cost on Groq LPU — QwQ 32B Reasoner is $0.0007, of which $0.00/mo comes back from prompt caching. Per active user that's $0.42/mo — the number to hold against your pricing tier and gross margin. Charging at least $2.10/user/mo keeps gross margin at or above 80%.
Quick answer
For 500 Active Users, Content generation on Groq LPU — QwQ 32B Reasoner is modeled at 300,000 requests per month, costing $210.00 per month or $0.42 per active user.
Method & trust
This projection combines the selected active-user tier, requests per user per day, input/output tokens per request, and the modeled cache share. It is an operating estimate, not a provider invoice; production traffic and retries should be measured against it.
Total expected API invoice for 500 Active Users generating 300,000 queries.
Direct inference cost per MAU to model your SaaS pricing tiers and gross margins.
Savings generated by exploiting 30% cache hits on prompt context.
| Model | Provider | Monthly Spend (500 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Groq LPU — QwQ 32B Reasoner (Current) | groq | $210.00 | $0.42 | $2,520.00 | 128,000 |
| GPT-5.6 Terra | openai | $4,670.40 | $9.341 | $56,044.80 | 1,050,000 |
| GPT-5.4 Workhorse | openai | $5,838.00 | $11.676 | $70,056.00 | 256,000 |
| o3-mini | openai | $1,808.40 | $3.617 | $21,700.80 | 200,000 |
| o4-mini | openai | $1,788.60 | $3.577 | $21,463.20 | 256,000 |
| o1-mini | openai | $1,808.40 | $3.617 | $21,700.80 | 128,000 |
At 20 queries per user/day with Groq LPU — QwQ 32B Reasoner, the estimated cost is $0.42 per monthly active user (MAU). Total monthly bill for 500 Active Users is $210.00.
Assuming a 30% 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 $0.42 per user/month on Groq LPU — QwQ 32B Reasoner, charging at least $2.10 per user/month ensures an 80%+ software gross margin.