Why self‑hosted teams are replacing Elasticsearch with Qdrant for high‑recall internal search
*Self‑hosted teams are swapping Elasticsearch for Qdrant not because vectors are cheaper, but because purpose‑built retrieval stacks finally deliver the recall, query‑expansion flexibility, and write‑load latency that modern AI‑driven search demands* — a shift that aligns with the broader advantages
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