Low back pain (LBP) is a common condition causing disability and high healthcare costs. Alberta faces challenges with unnecessary referrals to specialists and long wait times. A province-wide standardized clinical care pathway based on evidence-based best practices can improve efficiency, reduce wait times, and enhance patient outcomes. Implementing such pathways has shown success in other areas of healthcare in Alberta. This study developed a clinical decision-making pathway to standardize care and minimize uncertainty in assessment, diagnosis, and management. A systematic rapid review identified existing tools and evidence that could support a comprehensive LBP clinical decision-making tool. Forty-seven healthcare professionals participated in four rounds of a modified Delphi approach to reach consensus on the assessment, diagnosis, and management of patients presenting to primary care with LBP in Alberta, Canada. This project was a collaborative effort between Alberta Health Services' Bone and Joint Health Strategic Clinical Network (BJHSCN) and the Alberta Bone and Joint Health Institute (ABJHI). A province-wide expert panel consisting of professionals from different health disciplines and regions collaborated to develop an LBP clinical decision-making tool. This tool presents clinical care pathways for acute, subacute, and chronic LBP. It also provides guidance for history-taking, physical examination, patient education, and management. This clinical decision-making tool will help to standardize care, provide guidance on the diagnosis and management of LBP, and assist in clinical decision-making for primary care providers in both public and private sectors.