A key challenge in life sciences is the detrimental effect of unplanned downtime and lost batches due to unanticipated equipment failure. Traditional maintenance programs are calendar or condition-based and can range from being overly conservative to reactive, leaving money on the table (over-maintenance - “just in case”), or jeopardizing productivity altogether. As described in the ISPE Good...