Internal sounder tamper is the most likely.
System needs a full service, replace any batteries possibly the external sounder, check all the voltages etc
If it's never been looked at since installation then the battery charging circuit could have failed causing intermittent randomness.
Alarms are generally only reliable if you install them well and service them regularly.