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Why Real-World AI Is Harder Than the Benchmark | EliseAI’s Mario Martone

The a16z Show

Published
October 18, 2026
Duration
24:25
Summary source
description
Last updated
Oct 21, 2026

Discusses machine-learning.

Summary

What changes when an AI mistake doesn’t just hurt a benchmark score, but affects someone’s housing or healthcare? EliseAI Head of Applied Research Mario Martone argues that deploying AI in essential industries requires a very different standard of reliability.Mario joins MTS to explain how EliseAI handles roughly 5 million phone calls a month, why LLMs ar…

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Show notes

What changes when an AI mistake doesn’t just hurt a benchmark score, but affects someone’s housing or healthcare? EliseAI Head of Applied Research Mario Martone argues that deploying AI in essential industries requires a very different standard of reliability.Mario joins MTS to explain how EliseAI handles roughly 5 million phone calls a month, why LLMs aren’t the right solution for every problem, and how the team combines language models, traditional machine learning, neural networks, and intern

Themes

  • machine-learning