Career work · X5 Music Group · Product
The Brain: from demand signals to product decisions
X5 Music Group. Operations and global retail leadership, then Product Director, North America. January 2011 to January 2015.
At X5, I used market and retailer signals to help decide what digital products to make and how to package them. The Brain began as a working Excel prototype I built to support those decisions.
The decision
Make the product-selection process repeatable without separating it from the demand that made the product worth creating.
Retrospective reconstruction of the workflow.
- Demand observationWhat listeners and retailers were looking for
- Catalog opportunityWhat the catalog could meet
- Product and packaging decisionWhat to make, and how
- Production briefWhat the team would build
- Retailer deliveryWhere it would go to market
Contribution
I built the initial system. Engineering helped make it a tool for the wider product organization.
I built the initial system and worked with Engineering as it became a tool for the wider product organization. The work connected product strategy, packaging, production and global retail operations.
Result
I directed more than 12,000 digital products during my time at X5, working with the team and major platform partners.
That is a career output figure, not a claim that The Brain alone caused every launch. The historical workflow was not an AI agent system.
Career work completed in an operating role, January 2011 to January 2015. No employer-owned or internal artifacts are shown.
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