Submissions
Pranav Bhosale

Pranav Bhosale

@pranavbhosale

Solution consultant at Sahaj Software

  • Joined Jun 2026

The Fifth Elephant 2026 Annual Conference

Vector DBs Are Overrated: Grounding LLM Agents on Master Data Without the Overhead

Large Language Models are powerful at reasoning and recommendation, but they routinely hallucinate entities that do not exist in an organization’s proprietary data. The common response is to build a Retrieval-Augmented Generation (RAG) stack with embeddings, a vector database, and retrieval infrastructure. However, many enterprise datasets are not collections of long documents—they are structured… more
  • 3 comments
  • Confirmed & scheduled
  • 25 Jun 2026
I am submitting for: Track 2 - Building & implementing AI tools & agents in production Type of session: 15 mins talk