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Artificial Intelligence based solution which transforms test case documents to Action driven format using NLP and Deep Learning methodologies. This solution minimizes the script development efforts and reduces the turnaround time in the test automation cycle. This solution can be integrated to Automation Frameworks.This Solution is an NLP based tool called TAROT (TrAnsfoRmation Of Test case documents) to mine and process the required information from the test case document. The Information is then populated in an Action driven template as an outcome. This will act as input for enabling execution with Automation Framework and will replace the need for test scripts. The solution is capable of supporting Data-driven and Keyword-driven format. TAROT tool helps to overcome the efforts spent in developing test scripts for automation.