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Companies waste huge amounts of money to obtain irrelevant signals. Yet, globalization is raging and competitors are growingly one click away. To face these challenges, an Augmented Strategic and Competitive Intelligence system is proposed to better guide machine learning algorithm for competitive purpose. Several cases will be provided.