Data quality plays a pivotal role in AI, especially when dealing with consumer data. Join us as we delve into entity resolution for consumer data, blending modern machine learning and graph-based algorithms with human expertise, to balance automation, high data quality and manual corrections. We will provide a comprehensive overview of our data pipeline, addressing the potential and limitations of vector search, and detailing the challenges of ensuring data quality for billions of records on a daily basis.