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Index/Topics/AI-generated CSAM detection

AI-generated CSAM detection

The effectiveness of detection methods for AI-generated Child Sexual Abuse Material (CSAM) by tech firms and safety vendors.

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3 results
Jan 17, 2026
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What methodologies do major tech companies use to detect AI-generated CSAM and how do their detection rates compare?

Major tech firms and safety vendors use a hybrid of legacy hash-matching, perceptual/video hashing, and machine-learned classifiers—augmented by proprietary intelligence and red-teaming—to find AI-gen...

Jan 8, 2026

Have any courts ruled on the reliability of AI-generated CSAM alerts as probable cause?

No authoritative court decision was identified that squarely rules on whether automated or AI-generated CSAM detection alerts by themselves constitute probable cause for searches or arrests; courts an...

Jan 8, 2026

How do state laws compare to federal penalties for receipt versus possession of CSAM?

Federal law treats possession, receipt, distribution and production of child sexual abuse material (CSAM) as serious crimes under several statutes (notably 18 U.S.C. §§ 2251, 2252, 2252A), and federal...

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