Goal 1 2025 Automate storage monitoring and reporting processes to enhance operational efficiency, reduce manual effort, and improve real-time visibility into storage capacity and utilization KPI : * Automation Coverage: Automate at least 90% of manual reporting tasks by leveraging tools such as Power BI or equivalent dashboarding platforms. * Dashboard Implementation: Design and deploy automated dashboards that provide real-time insights into storage usage, capacity trends, and utilization across all major environments. Goal 2 2025 Streamline the chargeback billing process by identifying bottlenecks, automating repetitive tasks, and improving data validation steps. KPI : Current Baseline: The chargeback billing process currently takes 5 manual working days to complete each cycle. Target: Reduce the duration to 3–4 manual days by Identify and automate of repetitive tasks within the chargeback process. Goal 3 2025 Enhance capacity planning accuracy by utilizing historical usage data and predictive analytics. KPI Achieve high accuracy in forecasting quarterly storage capacity requirements using historical trends and predictive models. Goal 4 Create a Capacity Forecast & Management Model and Process. KPI - Harness AI to create a forecast and management model for the MS footprint - forecast retirement and refresh. - calculate costs of refresh - create processes not only of this but the joining processes with other teams that either utilize or feed us information for this activity.