• TRM$ 3.235,59 +1,65 % +$ 52,60TRM oficial (Superintendencia Financiera), vigente del 4 nov al 4 nov
  • Euro$ 3.617,08 +1,72 % +$ 61,02Referencia: TRM cruzada con la tasa del Banco Central Europeo del 3 nov; no es la cotización de mercado
  • Peso mexicano$ 173,98 +3,35 % +$ 5,64Referencia: TRM cruzada con la tasa del Banco Central Europeo del 3 nov; no es la cotización de mercado
Quilla NewsFinanzas y Tecnología
ESEN
← Volver a la comunidadTecnología

MongoDB (NASDAQ: MDB) Atlas & Voyage AI vs. PostgreSQL (pgvector) on AWS & Supabase: Will Open-Source SQL Win Enterprise AI RAG?

fabio0423

1 min de lecturaEscrito por un lector

With cloud-hosted Atlas generating over 71% of its $2.01 billion+ annual revenue across 52,600+ customers, MongoDB (NASDAQ: MDB) acquired Voyage AI for $220 million to embed top-ranked embedding and reranking models natively, countering open-source PostgreSQL (pgvector) across AWS Aurora, Google AlloyDB, and Supabase.

Per SEC Form 10-K filings and PostgreSQL Global Development Group benchmarks, Fortune 500 engineering teams building Retrieval-Augmented Generation (RAG) pipelines are consolidating vector indexes alongside relational data. By pairing open-source pgvector (HNSW) and pgvectorscale (DiskANN) on Amazon (NASDAQ: AMZN) Aurora, Alphabet (NASDAQ: GOOGL) AlloyDB AI, Microsoft (NASDAQ: MSFT) Azure, and $2B-valued Supabase, enterprises cut database TCO by 60%–75%.

While MongoDB bets that unified JSON document scale plus Voyage AI rerankers will eliminate AI hallucinations without complex schema migrations, open-source SQL advocates argue single-engine ACID transactions and sub-50ms vector search make dedicated NoSQL clusters redundant. Which database stack will dominate enterprise AI agent memory?

Which database stack will win enterprise AI RAG workloads by 2027?

  • PostgreSQL with pgvector on AWS and Supabase wins hybrid RAG0 %
  • MongoDB Atlas and Voyage AI embeddings will lead JSON scale0 %
  • Depends on vector index latency, ACID needs and cloud TCO0 %

0 votos

Comentarios

Sé respetuoso. Los comentarios que reporten varias personas se ocultan hasta que los revise un moderador.

Para leer no necesitas cuenta; solo para comentar. Entras con un código que te llega al correo o con tu cuenta de Google. Mostramos solo el nombre que elijas; nunca tu correo.