
They test personalization pipelines end-to-end and include freshness metrics. Reports helped prioritize fixes that drive engagement. The team communicates in product-friendly terms. Review collected by and hosted on G2.com.
Seeding representative listener profiles required extra data hygiene and privacy steps. That added time to the project. The improvements to personalization outweighed the setup cost. Review collected by and hosted on G2.com.
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