Rapid mood swings make snapshot tracking useless. How I feel right now changes in thirty minutes. The
liven app does not treat each snapshot as truth. It looks for patterns across time. If you mark anxiety high in the morning and low in the afternoon repeatedly, it will notice the morning pattern without calling either snapshot wrong. What helped me most was checking in multiple times on swing days. Morning, noon, night. The app built a curve instead of isolated dots. Before trying this, liven reviews from other people with rapid cycling confirmed the pattern recognition works. Not misleading data. Just trends over time that actually respect instability.