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A company has an AI solution built by using Microsoft Copilot Studio and Power Platform. The solution is used by the company ' s sales, marketing, and customer service teams. You are performing a return on AI investment (ROAI) analysis to evaluate the impact of the solution. You need to identify which measurable business drivers to include in the analysis. Which two business drivers should you identify? Each correct answer presents part of the solution. NOTE: Each correct selection is worth one point.
Correct Answer: A,D
Comprehensive and Detailed Explanation From Agentic AI Business Solutions Topics: The correct answers are A. the reduced average case resolution time and D. increased employee productivity . This question is asking for measurable business drivers for a ROAI analysis of a Copilot Studio and Power Platform solution used by operational teams. For ROAI, the strongest business drivers are those that are: * directly attributable to the AI solution * operationally measurable * tied to business outcomes * relevant across teams Why A is correct Reduced average case resolution time is a strong measurable driver because it reflects a direct operational improvement in customer service and support workflows. This metric can be quantified clearly by comparing: * baseline resolution time before AI * resolution time after deployment That makes it ideal for ROAI because faster case resolution often leads to: * lower service cost * higher throughput * better customer experience * more efficient staffing Why D is correct Increased employee productivity is another core ROAI driver because AI solutions in sales, marketing, and customer service are often deployed specifically to reduce manual work and improve output per employee. This can be measured through indicators such as: * more tasks completed per agent or employee * reduced manual effort * increased throughput * faster response cycles * more time spent on higher-value work From an AI business solutions perspective, productivity improvement is one of the most common and valid drivers in ROAI analysis. Why the other options are incorrect B). market capitalization This is too broad and influenced by many external factors. It is not a practical direct business driver for evaluating the specific impact of one AI business solution. C). economic market predictability This is not a direct business driver created by the solution and is too external to the organization's operational AI ROI calculation. E). brand awareness Brand awareness can matter strategically, but it is less directly attributable and less operationally measurable than resolution time and productivity for this kind of internal business solution. Expert reasoning For ROAI questions, prefer metrics that are: * operational * attributable * measurable before and after deployment That leads to: * reduced average case resolution time * increased employee productivity
