March 15, 2026AI10 min read We Upgraded Our Embedding Model and Our RAG Pipeline Returned Wrong Results for 6 Days
We upgraded from text-embedding-ada-002 to text-embedding-3-large without re-embedding our 2.3M documents. Cosine similarity searches silently returned wrong content for six days — valid JSON, HTTP 200, completely wrong answers.