To truly assess if your AI agent is lowering costs, you must establish clear, measurable key performance indicators (KPIs) upfront. This involves creating a baseline comparison of your costs before implementing the AI, covering areas like labor hours, material waste, and processing time. Continuously monitor and track these same metrics after deployment, looking for tangible reductions in operational expenses, increased efficiency, or decreased error rates. For example, if the AI automates customer support, you should see a drop in human agent workload and associated salaries, or if it optimizes supply chains, anticipate lower inventory holding costs and reduced freight expenses. Regularly generate detailed reports and dashboards that visualize these changes, allowing for direct comparison and demonstrating the AI's impact on your bottom line. Look for specific improvements: