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A recent Reddit thread highlights the challenges in accurately measuring the efficiency gains achieved through AI automation. The discussion, sparked by a user seeking advice on evaluating the impact of an AI agent automating project plan creation, centers on identifying robust and scalable methodologies. Proposed approaches include comparing manual plan creation times with those achieved by the AI, carefully considering the initial implementation costs of the AI agent, and developing a comprehensive cost-benefit analysis. The community is particularly interested in exploring academically sound methods that can convincingly demonstrate efficiency improvements and justify the wider adoption of AI across diverse project settings. The original discussion can be found on Reddit: [https://old.reddit.com/r/artificial/comments/1pdwnb1/how_to_measure_ai_automation_efficiency_gains/]