Simulate your AI cost alerts before they matter
A spend alert is only useful if it fires on real spikes and stays quiet on normal days. This simulator takes your baseline daily spend and a candidate alert threshold, then projects what a 3x, 10x, and runaway spike would cost per day — and flags which ones would actually trip the alert.
How spike detection works
Most teams alert on daily spend crossing a threshold. The threshold is usually expressed as a multiple of baseline:
fires_alert = projected_daily_spend >= threshold
projected_daily_spend = baseline x spike_multiplier
A 3x spike often comes from a legitimate traffic surge; a 10x spike usually signals a bug or abuse; a runaway (tens of times baseline) is almost always a retry storm or infinite loop. Your threshold should sit above normal variation but below the smallest spike you care about.
Tips for good guard rails
- Layer alerts and caps. An alert tells you something is wrong; a hard spending cap or kill switch is what actually stops a runaway. Use both.
- Alert on rate, not just total. A daily total alert can be hours late. Pair it with an hourly burn-rate alert so a runaway is caught fast.
- Tune to avoid fatigue. If the 3x scenario fires on a normal busy day, your threshold is too low — raise it until only genuine incidents trip it.