Industries strive to improve efficiency, minimise environmental impacts and ensure operational continuity. Enterprises digitisation favours the achievement of these challenges. AI-based tools play a significant role in improving enterprise digitisation by offering capabilities that enhance efficiency and decision making across various functions of an organization’s operations, processes, and systems. This article delves into planning processes by proposing the use of an interoperable data model to integrate AI-based solutions developed to support the optimisation of production plans. The proposed data model facilitates interoperability between enterprise legacy systems and AI-based manufacturing solutions to support seamless communication between them, thus, assist replenishment and manufacturing decisions.