To estimate how long a device will run, calculate energy consumption and compare it to usable battery capacity. Start with device wattage and operating hours.
Steps to estimate:
For example, a 20 W speaker running 5 hours uses 100 Wh. A 500 Wh battery with 80% usable capacity provides about 400 Wh, so it could run that speaker for roughly 20 hours, minus losses. Doing this for each device helps size batteries and panels for real-world expectations.