Aqua+ possesses a vast amount of data; however, its value and potential were still ambiguous. The organization aims to adopt a data-driven approach but faced uncertainty of where to begin and which AI applications would be most beneficial. The initial step in this transition involved assessing the data maturity within Aqua+ and identifying the most promising AI use cases.