Academic work in progress.
Manuscript in preparation on human-AI decision frameworks in enterprise product marketing. Practitioner research grounded in a 16-launch observational deployment at Tableau, a Salesforce company, with later application and refinement at UiPath.
Status key
In preparation means a manuscript is being written or revised and has not yet been submitted to a journal or conference. Status will be updated as papers progress to submission, review, and publication.
Journal article
The Human-AI Interface in Product Marketing: Frameworks for Augmented Decision-Making in Enterprise SaaS
Related practitioner work
The frameworks developed in this research are published on this site in practitioner form. The Augmented Marketing Decision Architecture is the most fully developed, with deployment evidence and a reference card. The Enterprise AI Decision Architecture provides the broader system context.