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cover of episode Talk to Your Data: The SQL Data Analyst

Talk to Your Data: The SQL Data Analyst

2025/2/28
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MLOps.community

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Chapters
The Token Data Analyst agent at Prosus aims to empower employees to access data more efficiently. It functions as a virtual data analyst, answering data questions via Slack, thereby reducing the burden on human analysts and increasing data accessibility. This agent has proven successful, resulting in a 74% reduction in response time and a significant increase in the number of questions answered.
  • The agent is in production and answering numerous questions.
  • It's designed to be an addition to existing data analyst teams.
  • It provides faster response times and increased accuracy.
  • It has resulted in a 74% reduction in response time and a significant increase in the number of questions answered.

Shownotes Transcript

In Agents in Production [Podcast Limited Series] - Episode Four, Donné Stevenson and Paul van der Boor break down the deployment of a Token Data Analyst agent at Prosus—why, how, and what worked. They discuss the challenges of productionizing the agent, from architecture to mitigating LLM overconfidence, key design choices, the role of pre-checks for clarity, and why they opted for simpler text-based processes over complex recursive methods.

Guest speakers: Paul van der Boor - VP AI at Prosus Group

Donne Stevenson - Machine Learning Engineer at Prosus Group

Host: Demetrios Brinkmann - Founder of MLOps Community


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