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right uh itamp;#39;s a pleasure today to share with you on some of the AI capabilities for an AI uh power system on how this can provide transformation to our clinical research so I come from alpha life sciences and my background is all in a industry and then now Iamp;#39;m sharing all these aspect to you as a end of the end users a part right so in the clinical trial life cycle we understand like from the very beginning thereamp;#39;s going to be like competitive regular landscape the patient recruitment the complexity and the study design and then once the data has been collected thereamp;#39;s going to be analysis data monitoring as well imagine the volume of the documents to generate so all these diverse deliverables they come from various multiple systems and a complicated ecosystem so our smes have to spend a lot of time to generate documents analysis the data and then finally to deliver the um aspect or the um Tas at their desk so imagine with the uh generative AI a unified