At 8 requests/user/day (totaling 24,000,000 queries/mo), running Agentic workflow on Groq LPU — Llama 4 Maverick costs $151,200.00 / month ($1.512 / user / mo).
Total expected API invoice for 100,000 Active Users generating 24,000,000 queries.
Direct inference cost per MAU to model your SaaS pricing tiers and gross margins.
Savings generated by exploiting 65% cache hits on prompt context.
| Model | Provider | Monthly Spend (100,000 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Groq LPU — Llama 4 Maverick (Current) | groq | $151,200.00 | $1.512 | $1,814,400.00 | 512,000 |
| GPT-5.6 Sol | openai | $3,072,000.00 | $30.72 | $36,864,000.00 | 1,050,000 |
| GPT-5.6 Cyber | openai | $7,680,000.00 | $76.80 | $92,160,000.00 | 1,050,000 |
| GPT-5.5 Standard | openai | $3,072,000.00 | $30.72 | $36,864,000.00 | 512,000 |
| GPT-5.5 Pro | openai | $18,432,000.00 | $184.32 | $221,184,000.00 | 512,000 |
| o3-pro (Frontier Reasoning) | openai | $10,848,000.00 | $108.48 | $130,176,000.00 | 1,000,000 |
At 8 queries per user/day with Groq LPU — Llama 4 Maverick, the estimated cost is $1.512 per monthly active user (MAU). Total monthly bill for 100,000 Active Users is $151,200.00.
Assuming a 65% cache hit rate on repeated system and context tokens, prompt caching saves $62,400.00 per month ($748,800.00/year) on Groq LPU — Llama 4 Maverick.
With a direct COGS of $1.512 per user/month on Groq LPU — Llama 4 Maverick, charging at least $7.56 per user/month ensures an 80%+ software gross margin.