Marine vessels operate in challenging environments, where equipment failure can have severe consequences, including safety risks, costly repairs, and disruptions to global trade and infrastructure. Mariners Log faced the challenge of finding a solution that could predict maintenance needs accurately, allowing them to prevent breakdowns before they occur. Traditional maintenance schedules often failed to account for real-time wear and tear, leading to unexpected downtime and higher operational costs.