This version summarizes the full model we discussed: pricing, infrastructure cost, API behavior, break-even point, free versus paid user mix, and revenue versus cost as the product scales over time.
Instant onboarding with a hard cost ceiling.
For casual creators who want a smoother workflow without jumping straight to Pro.
For serious solo artists who need reliability, speed, and a full creative workflow.
For collaborators and intensive creative workflows.
The free tier is not designed to power heavy search. It is designed to demonstrate value. Each free user gets 3 fast searches/day on the platform API, then falls back to a slower unofficial path.
This matters because usage is not flat. Weekdays tend to be low to medium. Weekends tend to be high. Under this model, spikes do not blow up cost: they mostly push engaged users toward paid plans or their own API key.
| Users | Free | Starter | Pro | Studio | Revenue | Cost | Profit |
|---|---|---|---|---|---|---|---|
| 10 | 9 | 0 | 0–1 | 0 | $6.7 | $21 | -$14.3 |
| 50 | 44 | 2 | 2 | 0–1 | $33.5 | $24.5 | +$9 |
| 100 | 88 | 3 | 4 | 1 | $67 | $29 | +$38 |
| 1,000 | 880 | 30 | 40 | 10 | $670 | $110 | +$560 |
| 10,000 | 8,800 | 300 | 400 | 100 | $6,700 | $920 | +$5,780 |
You lose a little at the very beginning because fixed infra dominates, but Starter helps convert hesitant users earlier.
Approx. break-even: ~35 users
Starter catches budget-conscious users while Pro remains the serious workflow upgrade.
Approx. profit: +$38/month
A broader paid ladder improves monetization without needing every serious user to jump straight from free to Pro.
Approx. profit: +$560/month
Revenue compounds faster thanks to a wider conversion funnel: free to Starter to Pro to Studio.
Approx. profit: +$5,780/month at 10k users