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Innovative applications surprised the research communities in the 21st by presenting in diverse domains. Financial technology (FinTech) is an example of these innovative applications. Financial technology applications have renovated traditional banking systems into improved smart business models. Financial technology applications enable the customers with minimum risk or other possible attacks and can make transactions through credit cards and mobile applications from anywhere and anytime. However still the customer doesn’t fully trusted and preferred the uncertain behavior about FinTech-driven applications. To precisely solve this uncertain behavior of customer sentiments, this paper identifies and encourage them towards the use of FinTech-assisted applications. This paper proposed a pipelined model to evaluate user sentiments for their uncertain behaviors towards these FinTech-assisted applications …