At 8 requests/user/day (totaling 24,000 queries/mo), running Agentic workflow on Amazon Nova Premier costs $1,084.80 / month ($10.848 / user / mo).
Total expected API invoice for 100 Active Users generating 24,000 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 Active Users) | Cost / User / Mo | Annual Spend | Context Limit |
|---|---|---|---|---|---|
| Amazon Nova Premier (Current) | amazon | $1,084.80 | $10.848 | $13,017.60 | 1,000,000 |
| GPT-5.6 Sol | openai | $3,072.00 | $30.72 | $36,864.00 | 1,050,000 |
| GPT-5.6 Cyber | openai | $7,680.00 | $76.80 | $92,160.00 | 1,050,000 |
| GPT-5.5 Standard | openai | $3,072.00 | $30.72 | $36,864.00 | 512,000 |
| GPT-5.5 Pro | openai | $18,432.00 | $184.32 | $221,184.00 | 512,000 |
| o3-pro (Frontier Reasoning) | openai | $10,848.00 | $108.48 | $130,176.00 | 1,000,000 |
At 8 queries per user/day with Amazon Nova Premier, the estimated cost is $10.848 per monthly active user (MAU). Total monthly bill for 100 Active Users is $1,084.80.
Assuming a 65% cache hit rate on repeated system and context tokens, prompt caching saves $1,123.20 per month ($13,478.40/year) on Amazon Nova Premier.
With a direct COGS of $10.848 per user/month on Amazon Nova Premier, charging at least $54.24 per user/month ensures an 80%+ software gross margin.