AI ranking change · 2026-08-14
Qdrant overtakes pgvector as Gemini's #1 pick
for vector database for production ai apps
pgvector→Qdrant
On 2026-08-14, Gemini changed its #1 recommendation for best vector database for production ai apps — dropping pgvector from the top spot in favor of Qdrant. The previous #1 had held since 2026-07-15.
“Built in Rust for maximum memory and search efficiency; provides industry-leading payload-based filtering integrated directly into index traversal rather than post-filtering, alongside robust quantization and disk-backed (mmap) indexing that keep production hosting costs low across both open-source and managed deployments.”— Gemini
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