At 20 requests/user/day (totaling 600,000 queries/mo), running Content generation on QwQ 32B (Reasoner) costs $1,004.16 / month ($1.004 / user / mo).
Content generation for a 1,000 active users (seed stage saas) audience means 20,000 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 QwQ 32B (Reasoner) is $0.001674, of which $51.84/mo comes back from prompt caching. Per active user that's $1.004/mo — the number to hold against your pricing tier and gross margin. Charging at least $5.021/user/mo keeps gross margin at or above 80%.
Quick answer
For 1,000 Active Users, Content generation on QwQ 32B (Reasoner) is modeled at 600,000 requests per month, costing $1,004.16 per month or $1.004 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 1,000 Active Users generating 600,000 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 (1,000 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| QwQ 32B (Reasoner) (Current) | qwen | $1,004.16 | $1.004 | $12,049.92 | 128,000 |
| GPT-5.6 Terra | openai | $9,340.80 | $9.341 | $112,089.60 | 1,050,000 |
| GPT-5.4 Workhorse | openai | $11,676.00 | $11.676 | $140,112.00 | 256,000 |
| o3-mini | openai | $3,616.80 | $3.617 | $43,401.60 | 200,000 |
| o4-mini | openai | $3,577.20 | $3.577 | $42,926.40 | 256,000 |
| o1-mini | openai | $3,616.80 | $3.617 | $43,401.60 | 128,000 |
At 20 queries per user/day with QwQ 32B (Reasoner), the estimated cost is $1.004 per monthly active user (MAU). Total monthly bill for 1,000 Active Users is $1,004.16.
Assuming a 30% cache hit rate on repeated system and context tokens, prompt caching saves $51.84 per month ($622.08/year) on QwQ 32B (Reasoner).
With a direct COGS of $1.004 per user/month on QwQ 32B (Reasoner), charging at least $5.021 per user/month ensures an 80%+ software gross margin.