The final concept was presented to the Deezer team, bringing together research, iteration, and product vision.
The Deezer team found the proposed direction relevant and aligned with the research insights.
They confirmed a key technical constraint: imported libraries do not include listening timestamps, meaning tracks played yesterday or two years ago are treated equally, potentially biasing the generated musical profile.
This limitation reinforced our intention to explore collaborative calibration as a next step, allowing users to refine and rebalance their generated identity over time.