The Future of Commerce Podcast

AI in esports: How generative AI + data analytics help Team Liquid win


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Esports may be built on fast reflexes, but sustained victory comes from deep strategy. In this episode, we explore how Team Liquid, one of the biggest names in competitive gaming, is redefining the game using AI and analytics.

Powered by SAP’s Business Technology Platform, Team Liquid is tapping into over 6 million match records to drive smarter decisions during gameplay—and beyond. From AI-assisted draft picks to automated teamfight analysis, this episode breaks down the tools, tactics, and outcomes of Liquid’s AI-driven transformation.

What You’ll Learn in This Episode:

🎮 How AI Is Shaping the Future of Competitive Gaming

  • Why top esports teams like Team Liquid are using data as much as reflexes
  • How SAP’s AI and analytics tools are reducing decision times by over 60x
  • How draft simulations, win probabilities, and teamfight models fuel smarter strategy

🧠 Behind the Tools:

  • AI Draft Bot: Trained on 1.6TB of data from 6,000 pro and 1.5M amateur matches
  • Real-Time Scenario Planning: Visualizes win probabilities during the live draft phase
  • Automated Teamfight Detection: Flags key in-game events using ML-driven movement, damage, and proximity analysis

💡 Tangible Outcomes for Team Liquid:

  • 10,000 analyst hours saved per year
  • Draft analysis time cut from 1 hour to 1 minute
  • Estimated $250,000+ in cost savings
  • Competitive insight on par with human intuition—at machine speed
Key Takeaways:
  • Esports is evolving. Victory is no longer just about skill—it’s about strategic intelligence.
  • AI amplifies human talent. Team Liquid analysts use data to refine, not replace, tactical decision-making.
  • Real-time insights = competitive edge. Whether it’s drafting heroes or breaking down post-match plays, the fusion of tech + teamwork wins games.
  • This is just the beginning. Expect future developments where AI supports in-game decisions in real time.

Subscribe to our podcast for insights on how AI is transforming every industry—gaming included. Visit The Future of Commerce for more stories on innovation at the edge of business and tech. Share this episode with gamers, data scientists, and anyone curious about AI-powered performance.

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