• TRM (USD/COP)COP 3,235.59 +1.65% +COP 52.60Colombia's official exchange rate (Financial Superintendence), valid Nov 4 to Nov 4
  • EuroCOP 3,617.08 +1.72% +COP 61.02Reference: TRM crossed with the European Central Bank rate of Nov 3; not the market quote
  • Mexican pesoCOP 173.98 +3.35% +COP 5.64Reference: TRM crossed with the European Central Bank rate of Nov 3; not the market quote
Quilla NewsFinance & Technology
ENES
← Back to the communityTechnology

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

fabio0423

1 min readWritten by a reader

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 votes

Comments

Be respectful. Comments reported by several people are hidden until a moderator reviews them.

You do not need an account to read, only to comment. Sign in with a code sent to your email or with your Google account. We only show the name you choose, never your email.