The document discusses challenges with big data and AI applications. It notes that Fortune 500 companies typically have hundreds of disconnected IT systems storing data in different formats, causing chaos. Managing high-frequency and diverse data from multiple sources like images, files and videos requires complex mechanisms to organize the data before analysis can begin. AI tools are useful for managing big data but companies need to provide tools to enable employees with different data science skills to work with large unified datasets and perform predictive analytics.