~/talk

AI in Production: Key Lessons

Talkat SingleStore Now 2024 · on Thursday, 2024-10-03· [ai-assisted-development, machine-learning]
linkedin:premaljshah
slides:none on file

Sixsense runs tens of terabytes with ~27 months of history and a Spark + homegrown ML stack and reports lower TCO after consolidating onto SingleStore. Built three production features: AI insights — 30/60/90-day account summaries that load in seconds by pulling six months of events from SingleStore; email writer — generates personalized outreach from account signals; Sherlock — ingests docs as vectors, uses OpenAI to compose answers, rolled out internally and moving to customers.

AI-written summary · about

  1. 0:00Introduction and company overview
  2. 3:16How Sixense collects and uses data
  3. 8:22Database consolidation with SingleStore
  4. 9:06AI insights for sales teams
  5. 10:51AI-powered email writer
  6. 12:22Sherlock AI support bot
  7. 15:13Performance and future AI enhancements
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