Algolia takes steps to prevent bias by curating training data and employing rigorous validation processes. We use state-of-the-art public datasets that minimize the risk of bias during pre-production and apply strict curation to customer data in production to detect anomalies, such as bot attacks or power user activity. Furthermore, Algolia has ethical use policies to ensure that AI models are only used for approved purposes, such as producing search results and recommendations, while preventing misuse.