The assessment of pain and quality of life for companion animals is strongly subjective and the need for psychometrically valid and robust statistically designed tools has been long recognised. These tools are essential in facilitating assessment of analgesic strategies and therapeutic agents to improve animal welfare. Statistical models and experimental design principles have been developed and underpin two clinical tools to assess acute pain and two owner-based tools to assess chronic pain and health related quality of life impacts in dogs and cats respectively.