Abstract: Embodiments of the present invention provides a micro-moment or nuanced personalization eco-system for a user interaction with an entity via any channel. The system first preforms a gauge of the user's level with personalization of interactions and channels via rule set and clustering analysis. System then inputs and creates a forecasted algorithm for the user personalization. The invention further utilized micro-movement capture to identify micro changes to user visualization and conforms presentations based on the micro-movements. The invention further provides a backend feedback loop model to identify personalization levels for each user.