Venkatesh Ramachandran

Venkatesh Ramachandran

Global Head Of Equity Analytics Citi
Venkatesh Ramachandran

Agenda Day 2

4:00 PM PRESENTATION | TURN CHATBOTS INTO TRUTH ENGINES: BUILD RAG SYSTEMS THAT SCALE AND STAY SAFE

Chatbots trained on public large language models are prone to hallucinations, misquoting policies and leaking PII. RAG pairs a private LLM with permissioned document retrieval, serving proof auditors can trace. Leaders in the space are cutting call-centre average handling time while simultaneously slashing compliance redlines. It all sounds great – but CDOs and their teams need to establish robust architecture and governance, as well as evaluate the technology optimisation cost vs ROI.


  • Find out how enterprise-grade RAG turns GenAI into a safe productivity engine.
  • Discover month-by-month ROI tracking you can share with the board.
  • Compare GPU spend versus manual-query savings across pilots

Check out the incredible speaker line-up to see who will be joining Venkatesh.

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