The report examines the potential of automated fault detection and diagnostics (AFDD) technologies to enhance energy efficiency in residential HVAC systems, particularly focusing on air source heat pumps (ASHPs). It highlights how AFDD can identify and resolve common installation and operational faults, which are prevalent in the industry, ultimately leading to significant energy savings and improved system performance.