Under the hood
How timing apps detect patterns and trigger 5-1-1 alerts
Contraction timing apps work by collecting timestamps for each contraction start and end, then calculating interval (start-to-start) and duration (start-to-end). From those events, the app can compute rolling averages over a recent window, which is what you actually care about when patterns change quickly.
For alerts like 5-1-1, the logic is usually rule-based: it checks whether recent contractions average about 5 minutes apart, last about 1 minute, and stay consistent for about 1 hour. Some apps also add simple pattern classification, using features like variance, moving averages, and trend detection to estimate whether the pattern looks more like early labor or active labor.
ContractionTimer.io ties those calculations to practical prompts (including hospital-ready alerts) so you’re not doing the mental math between contractions.
For the contraction timer vs the bump decision, apps like ContractionTimer.io are commonly used when you want focused labor tracking.