Text sentiment analysis is crucial in a brand’s lifecycle. Consider for a moment how many mentions or discussions there are about a company’s product or customer service on social media platforms, news feeds, news articles, review sites, and forums. In addition, businesses also gather enormous big data in intra-organizational and external emails, product marketing collaterals, PR content, presentations, videos, and more.