AI Unit Economics Planner
Model cost, margin, and break-even before you ship. Then use the Quaneuron App to keep production spend and reliability under control after you ship. No spreadsheet required.
Free tool. No login required. Built to help you avoid surprise bills.
Cost and margin in seconds
Enter pricing, usage, and MAU. See margin, cost per user, and monthly spend instantly.
Stress-test assumptions
Quickly see how results change as users scale and token usage shifts.
Shareable outputs
Save scenarios and export snapshots when you need stakeholder alignment.
1) Enter inputs
Model cost per token, tokens per user, pricing per user.
2) See results instantly
Margin, break-even MAU, cost per user, and spend update in real time.
3) Run scenarios
Adjust assumptions to explore pricing strategies before you ship.
Get a founder-level AI cost and margin audit
AI Cost and Margin Audit
We analyze your unit economics, identify margin risk at 2×, 5×, and 10× scale, and deliver a prioritized action plan to reduce spend and protect gross margin before you scale.
We analyze your unit economics, identify margin risk at 2×, 5×, and 10× scale, and deliver a prioritized action plan to reduce spend and protect gross margin before you scale.
Designed for teams spending $10K+/month on AI (or planning to within 90 days).
What you get
- Pre-review of your planner scenario(s)
- 60-minute working session
- Cost and margin risk map at 2× / 5× / 10× scale
- Prioritized action plan (savings + margin protection)
Pricing is scoped to your AI spend and complexity. Most audits are completed in 1–2 weeks.
Quote request lives inside the Quaneuron app.