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Not every RAG stack needs another database. If your application already runs on PostgreSQL, pgvector may be enough for storing embeddings, filtering results, and running semantic search.
AI database governance can get overlooked when teams rush to connect AI tools to production data. IBM’s 2025 research found that 97% of organizations that reported a breach involving an AI model or application lacked proper AI access controls. The risk is easy to see.
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