Google Launches Gemini Embedding 2 Multimodal Embedding Model

The strategic signal here is consolidation: a single embedding system spanning modalities is infrastructure plumbing, not an end-user product, and Google is positioning Gemini as the default layer beneath retrieval and search workloads. For builders, the practical constraint is that no pricing, availability or benchmark data accompanied the announcement, which makes any comparison against existing embedding options premature. Whether Google publishes those details, and whether a unified multimodal embedding actually outperforms modality-specific alternatives, is the open question.