AI tokenization and data security innovation - SiliconANGLE

▤ Summary

Capital One Software is pitching AI-ready tokenization as a way to let enterprises use sensitive data safely in AI workloads. The article explains that tokenization preserves data structure, which helps applications keep working while reducing exposure to clear-text sensitive information. It also highlights research showing tokenized data can outperform masking for predictive accuracy in AI models. The piece frames tokenization as a shift from perimeter defense to data-centric security and positions Capital One Databolt as a commercial enterprise offering. The article also emphasizes operational changes such as tokenizing at ingestion and enabling self-service access for data teams.

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