AI case study

Resemble AIVoice model training

Engineers spent 90% of time on data prep. New pipelines flipped that to 90% modeling and cut tuning from 7 days to 1 hour.

Published|5 months ago

The story

Context

A generative AI company building advanced voice models and deepfake detection tools for banking and law enforcement, dealing with datasets that ballooned to over 60 terabytes.

Challenge

Engineers spent 90% of their time on manual data preparation and file transfers rather than model building, leaving high-performance accelerators...

Solution
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Scope & timeline

  • Data prep reduced from 90% to 10% of workflow
  • Deepfake system update time cut from 7 days to 1 hour
  • 2x faster research velocity for AI models

Quotes

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The company

Resemble AI logo

Resemble AI

resemble.ai

Generative AI platform for voice cloning, text-to-speech, and deepfake detection.

IndustrySoftware & Platforms
LocationSan Francisco, CA, USA
Employees11-50
Founded2019

The AI provider

Cloud computing services, AI infrastructure, and data analytics platforms for enterprises.

IndustryTechnology
LocationMountain View, CA, USA
Employees100K+
Founded1998

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