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PDPC mandates AI-specific notifications for firms using personal data for model training

Published July 20, 2026 at 8:01 AM UTC

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Singapore’s Personal Data Protection Commission (PDPC) has introduced new requirements for organizations that use personal data to train artificial intelligence models. Under these updated guidelines, companies must now provide clear, specific notifications to individuals if their personal information is being utilized for machine learning purposes. This move aims to increase transparency in how data is processed by complex algorithms, ensuring that consumers remain informed about the digital footprint they leave behind.

The policy shift addresses the growing concern that individuals are often unaware of how their data contributes to the development of generative AI and other automated systems. By mandating these notifications, the PDPC seeks to bridge the gap between rapid technological advancement and the fundamental right to data privacy. Organizations are expected to explain the nature of the data usage in plain language, making it easier for the average user to understand the implications of their consent.

This requirement applies to a broad range of businesses, from tech startups to large enterprises that leverage large-scale datasets for model training. Firms must now audit their data collection practices to ensure compliance with these transparency standards. Failure to provide adequate notice could lead to regulatory scrutiny, as the PDPC continues to monitor how personal data is handled in the evolving digital economy.

For the general public, this means more frequent updates and clearer terms of service when interacting with digital platforms. While the change places an additional administrative burden on companies, it is designed to foster greater trust in AI technologies. As businesses adapt to these rules, the PDPC will likely continue to refine its guidance to keep pace with the fast-moving AI landscape, balancing innovation with the protection of individual privacy rights.