Q247 is an innovative software analytics platform that aims to enhance productivity in organizations by offering insights into genuine engineering efforts without resorting to employee monitoring, time tracking, or excessive oversight. Rather than focusing on hours worked or superficial activity metrics, Q247 introduces the concept of Coding Calories, which quantifies the true cognitive and technical effort involved in delivering software, encompassing both coding and no-coding tasks. By consolidating data from various development, planning, and documentation tools, Q247 reveals how engineering energy is allocated across delivery, coordination, and potential process hurdles. This approach empowers teams to differentiate between actual workload and underlying systemic issues, fostering fair and informed discussions about performance. Additionally, the platform is inherently designed to provide insights at both team and organizational levels. Ultimately, Q247 transforms productivity dialogues from subjective opinions and pressures into objective facts and context, promoting a culture of fairness and support in performance evaluation.