At 20 requests/user/day (totaling 6,000,000 queries/mo), running Content generation on Qwen3 VL 235B Thinking (OpenRouter) costs $30,720.00 / month ($3.072 / user / mo).
Content generation for a 10,000 active users (scale-up saas) audience means 200,000 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 Qwen3 VL 235B Thinking (OpenRouter) is $0.00512, of which $0.00/mo comes back from prompt caching. Per active user that's $3.072/mo — the number to hold against your pricing tier and gross margin. Charging at least $15.36/user/mo keeps gross margin at or above 80%.
Quick answer
For 10,000 Active Users, Content generation on Qwen3 VL 235B Thinking (OpenRouter) is modeled at 6,000,000 requests per month, costing $30,720.00 per month or $3.072 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 10,000 Active Users generating 6,000,000 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 (10,000 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Qwen3 VL 235B Thinking (OpenRouter) (Current) | qwen | $30,720.00 | $3.072 | $368,640.00 | 131,072 |
| GPT-5.6 Sol | openai | $233,520.00 | $23.352 | $2,802,240.00 | 1,050,000 |
| GPT-5.6 Cyber | openai | $583,800.00 | $58.38 | $7,005,600.00 | 1,050,000 |
| GPT-5.5 Standard | openai | $233,520.00 | $23.352 | $2,802,240.00 | 512,000 |
| GPT-5.5 Pro | openai | $1,401,120.00 | $140.112 | $16,813,440.00 | 512,000 |
| o3-pro (Frontier Reasoning) | openai | $646,080.00 | $64.608 | $7,752,960.00 | 1,000,000 |
At 20 queries per user/day with Qwen3 VL 235B Thinking (OpenRouter), the estimated cost is $3.072 per monthly active user (MAU). Total monthly bill for 10,000 Active Users is $30,720.00.
Assuming a 30% cache hit rate on repeated system and context tokens, prompt caching saves $0.00 per month ($0.00/year) on Qwen3 VL 235B Thinking (OpenRouter).
With a direct COGS of $3.072 per user/month on Qwen3 VL 235B Thinking (OpenRouter), charging at least $15.36 per user/month ensures an 80%+ software gross margin.