Qdrant Cloud Inference put embedding generation, storage and indexing behind one API call
Qdrant launched Cloud Inference on July 15, 2025, combining model inference, vector storage and indexing in a managed retrieval workflow.
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Qdrant launched Cloud Inference on July 15, 2025, combining model inference, vector storage and indexing in a managed retrieval workflow.
Read analysisGoogle made gemini-embedding-001 generally available on July 14, 2025, bringing a stable text-embedding API model with selectable output dimensions to retrieval workloads.
Read analysisMilvus announced version 2.6 on June 12, 2025, describing Storage Format V2, advanced search and architecture work intended for large vector collections.
Read analysisWeaviate announced its Query, Transformation and Personalization Agents on March 4, 2025; only Query Agent entered public preview in that launch record.
Read analysisMongoDB announced its acquisition of Voyage AI on February 24, 2025, keeping Voyage model APIs available while outlining future Atlas embedding and reranking integration.
Read analysisPinecone made Assistant generally available on January 23, 2025, adding chat and context APIs, custom instructions, regional control and broader document formats.
Read analysisQdrant released version 1.13 on January 23, 2025, adding GPU-accelerated HNSW indexing, strict-mode controls and a new storage engine.
Read analysisCohere released Embed 4 on April 15, 2025, combining mixed text-image embeddings, 128K context and selectable embedding dimensions for retrieval.
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