Real Safety AI Foundation / Research

Privacy, Surveillance, and Consent

The Compliance Impossibility: Why Ambient Biometric Devices Cannot Comply with Amended COPPA

Publisher: Real Safety AI Foundation

Research paper.

Written
February 2026
Pages
18
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Abstract

The Federal Trade Commission’s 2025 amendments to the Children’s Online Privacy Protection Act (COPPA) Rule expanded the definition of personal information to include biometric identifiers such as facial templates, voiceprints, and gait patterns. Under COPPA, operators must obtain verifiable parental consent before collecting personal information from children under 13. This paper identifies a structural compliance impossibility affecting an entire class of consumer technology products: ambient biometric sensing devices. These devices, which include smart glasses with facial recognition, AI powered wearable recorders, smart home cameras with person identification, cashierless retail systems, and mixed reality headsets, must process biometric data from every person in their sensing environment to function. When children are present in that environment, the device must collect a child’s biometric data to determine whether the subject is a child, but that collection itself constitutes collection of children’s personal information requiring prior parental consent under amended COPPA. The device must break the law to determine whether it is breaking the law. This paper demonstrates that this paradox is not a product specific engineering problem but a category wide structural impossibility inherent to ambient biometric sensing. We survey ten product categories encompassing dozens of shipping and announced devices from companies including Meta, Amazon, Apple, Google, Samsung, and numerous startups, demonstrating that the impossibility applies universally. We further show that existing legal scholarship and regulatory guidance has not identified this cross product structural problem, treating bystander biometric collection as a product specific compliance challenge rather than a systemic regulatory paradox. With the COPPA compliance deadline of April 22, 2026, approaching, hundreds of billions of dollars in planned product launches face a legal obstacle that cannot be engineered around.

Keywords

  • COPPA
  • biometric identifiers
  • ambient sensing
  • facial recognition
  • children’s privacy
  • regulatory compliance
  • smart glasses
  • wearable AI
  • structural impossibility
  • consent paradox

Plain language slides

First slide of the plain language summary of The Compliance Impossibility: Why Ambient Biometric Devices Cannot Comply with Amended COPPAOpen the 23-slide summary (PDF)

Suggested citation

Gilly, Travis. "The Compliance Impossibility: Why Ambient Biometric Devices Cannot Comply with Amended COPPA." Real Safety AI Foundation Research Paper, February 2026. https://realsafetyai.org/research/vf299h/

Other versions

This paper is also posted on SSRN.

SSRN version

References (37)

This list was read from the PDF text. Where the two differ, the PDF is correct.

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