A CLA Framework Analysis | Julie Barrett, Conservative Ladies of America
The TAKE IT DOWN Act became federal law on May 19, 2025. President Trump signed it into law after it passed the House 409 to 2. First Lady Melania Trump championed it. The stated goal is to protect victims, especially children, from non-consensual intimate imagery, including AI-generated deepfakes.
That is absolutely a legitimate goal. The harm is real and accelerating fast. A federal criminal prohibition on non-consensual intimate imagery was a reasonable legislative response.
However, that is not what this analysis is about; this analysis is about what the compliance architecture being built right now, as platforms race to meet the May 19, 2026, enforcement deadline, actually looks like when you run it through the framework CLA has been applying to technology legislation for over a year. The criminal provisions are not the problem; the infrastructure is.
How CLA Evaluates Technology Legislation
CLA’s analytical framework asks three core questions about every bill:
- Does it protect children?
- Does it empower parents?
- Does it include strong data privacy protections?
We also apply a Digital ID lens, because we’ve documented, across dozens of state and federal bills, that legislation framed around child safety consistently functions as an on-ramp to digital identity infrastructure. The infrastructure is the constant; it’s the justification that is the variable. The TAKE IT DOWN Act is the clearest example of this pattern I’ve analyzed to date; not because the bill is dishonest about its purpose, but because the compliance architecture it creates is indistinguishable from a surveillance mandate, whether or not anyone intended it that way.
What the Law Actually Does
The TAKE IT DOWN Act does two things.
First, it creates federal criminal liability for any person who knowingly publishes non-consensual intimate imagery, real or AI-generated deepfakes, of an identifiable individual. Penalties range from two years imprisonment for offenses involving adults to three years for offenses involving minors. This is the targeted, appropriate part of the bill.
Second, it requires covered platforms, defined broadly enough to capture virtually every website, app, or online service that hosts user-generated content, to establish a notice-and-removal process. Upon receiving a valid removal request, platforms must remove the flagged content and make reasonable efforts to find and remove identical copies within 48 hours. Failure to comply is treated as a violation of an FTC rule, with civil penalties of $53,088 per violation. The FTC enforces the notice-and-removal requirements and platforms have until May 19, 2026, to have their systems in place.
The Compliance Architecture: What’s Actually Being Built
This is where the analysis gets serious and we really get into the rabbit hole.
To remove flagged content within 48 hours, reliably, at scale, platforms need to know what they’re looking for before a removal request arrives. The fastest, most legally defensible compliance path runs through content fingerprinting infrastructure, specifically, hash-matching technology.
Here is how hash-matching actually works, because the technical reality matters enormously to the constitutional analysis.
Every piece of content uploaded to a covered platform is automatically converted into a unique digital fingerprint called a hash. That hash is then checked against a database of previously flagged content. This happens at the point of upload, for every user, continuously. It is not limited to content that has been reported. It scans everything. One vendor alone processed 112 billion images and videos for platform customers in a single year.
When a removal request comes in, the flagged content generates a new hash that gets added to the database. Platforms are then required to find and remove “known identical copies”, which means running a retroactive scan of everything already on the platform looking for matches.
The FTC’s official compliance guidance, published May 8, 2026, specifically recommends that platforms use hashing technology and share their hashes with two organizations: the National Center for Missing and Exploited Children’s Take It Down service for content involving minors, and StopNCII.org for content involving adults.

The NCMEC Problem
Most people hear “National Center for Missing and Exploited Children” and think: private nonprofit, uncontroversial, child safety.
That description is incomplete in ways that matter enormously for this analysis.
NCMEC was established by Congress in 1984. It is primarily funded by the Department of Justice with over $47 million in federal grants in FY 2023, plus an additional $6 million through an interagency agreement with the U.S. Secret Service. Its two primary authorizing statutes mandate collaboration with federal, state, and local law enforcement in over a dozen different ways, many of which involve statutory powers conferred on NCMEC and no other private organization.
Federal courts have already been asked to answer whether NCMEC constitutes a government agent for Fourth Amendment purposes. The Tenth Circuit examined the question directly, noting that NCMEC’s law enforcement powers extend well beyond those of any genuinely private entity. The answer remains legally unsettled, which means platforms are now being directed by the FTC to feed content hashes into a database managed by an organization that federal courts have questioned on constitutional grounds.
The Take It Down hash database itself was built with Meta’s money. It is managed by NCMEC. It connects directly to NCMEC’s CyberTipline, which routes to law enforcement. The FTC has now made participation in this system the de facto standard for federal compliance.
To be precise about what this is: a government-created, DOJ-funded, law-enforcement-connected content database, built with Meta’s money, wrapped in nonprofit branding, that scans every upload on every covered platform and is now the recommended compliance architecture under federal law.
The False Report Problem
The notice-and-removal framework has a structural flaw that goes beyond the infrastructure concern.
The TAKE IT DOWN Act explicitly stripped out the safeguards that exist in the most comparable federal law, the Digital Millennium Copyright Act. Under the DMCA, a takedown request must include a statement under penalty of perjury. False claims create legal liability. There is a counter-notice process through which the person whose content was removed can push back.
The TAKE IT DOWN Act has none of that.
Anyone can file a removal request. There is no penalty for false or malicious complaints. The law provides liability protection to platforms that remove content in good faith — even if the content was lawfully posted and the removal request was fraudulent. Platforms facing $53,088-per-violation FTC penalties will remove first. The speaker whose lawful content is removed has no federal statutory remedy, no right to notice, and no right to contest.
The tracking number the FTC requires platforms to assign to each removal request — so “the person who submitted a request, the platform, and law enforcement can ensure they are discussing the same image” — is law-enforcement-accessible with no warrant requirement specified anywhere in the bill or the FTC guidance.

This is a content suppression architecture with a victim protection label on it.
The Constitutional Red Flags
Running the TAKE IT DOWN Act through CLA’s constitutional integrity framework produces four significant concerns.
First Amendment — Prior Restraint and Overbreadth. The 48-hour removal mandate combined with no penalty for false reports structurally coerces platforms to over-remove lawful speech. A platform that removes too much faces no consequence. A platform that removes too little faces FTC enforcement. Under established First Amendment doctrine, government-coerced removal of speech without procedural safeguards, including notice to the speaker and opportunity to contest, raises serious prior restraint concerns.
First Amendment — Anonymous Speech. The compliance framework creates practical pressure on platforms to require speaker identification as a condition of posting. Anonymous speech has explicit First Amendment protection under McIntyre v. Ohio Elections Commission (1995). A federal liability structure that makes anonymous posting commercially untenable is functionally a government-compelled identification requirement, whether or not it is labeled as one.
Fourth Amendment — Warrantless Surveillance Infrastructure. The content scanning required for compliance is a surveillance function that operates on all user content, not just flagged content. There is no warrant requirement, no probable cause standard, and no judicial oversight over the data collected through that scanning. The government doesn’t conduct the scan directly, it creates the legal obligation that makes the scan commercially necessary. That is the same third-party doctrine pressure point that appears in surveillance infrastructure bills across the technology landscape.
Fifth Amendment — Due Process for Speakers. A speaker whose content is removed has no statutory right to notice, no right to contest the removal, and no recourse if the removal request was false. The bill explicitly protects platforms that remove lawful content in good faith. The speaker’s due process interest is unaddressed.
The Mission Creep Question
I want to be careful here about what I’m claiming and what I’m not…
What I am claiming: the infrastructure built to comply with the TAKE IT DOWN Act — universal content scanning, cross-platform hash databases managed by a quasi-governmental entity, FTC enforcement with per-violation penalties, law-enforcement-accessible tracking numbers on every removal request, is technically capable of being applied to content categories far beyond intimate imagery. Expanding what goes into the hash database does not require a new law. It requires an FTC rulemaking or guidance document.
What I am not claiming: that any specific expansion is planned or imminent.
What I am pointing to as a historical parallel: in 2020, platforms removed Covid and vaccine-related content under coordinated pressure from the CDC, NIH, and the Surgeon General. No law required it. Government officials communicated with platform trust and safety teams. Platforms complied. We later documented, through congressional investigations and court filings, how coordinated that pressure was.
Here is the structural difference between 2020 and today.
In 2020, the government had to ask. Repeatedly. For each piece of content. Platforms had to be pressured individually, with no automated mechanism and no legal penalty for non-compliance. The pressure was real, but it required sustained effort to maintain.
Under the TAKE IT DOWN Act architecture, the removal infrastructure is built into platform compliance obligations. The hash database is operational. The FTC penalty structure is in place. Expanding what goes into that database, to a new content category, under a future administration, through guidance rather than legislation, is a policy decision, not an engineering project.
The 2020 version required sustained government pressure. This version, once expanded, would be self-executing.
What CLA’s Framework Produces
Running the TAKE IT DOWN Act through CLA’s full 26-question evaluation framework:
- The criminal provisions score well. They are targeted, defined, and address a genuine harm with appropriate penalties.
- The compliance architecture scores near zero across data privacy and collection safeguards. There are no data minimization requirements, no retention limits on compliance data, no secondary use prohibitions, and no anonymization protections for speakers.
- The constitutional integrity section flags four concerns across the First, Fourth, and Fifth Amendments.
- The Digital ID surveillance architecture section identifies liability-driven verification pressure, undefined compliance standards, content fingerprinting infrastructure that scans all users, and a cross-platform database with law enforcement access, none of which is mandated explicitly in the bill, all of which is produced by the compliance structure the bill creates.
CLA’s position: the criminal provisions of the TAKE IT DOWN Act are appropriate and we do not oppose them. The compliance architecture is a different matter. Congress should revisit what this law builds, specifically by adding a data minimization requirement, retention limits on compliance data, a counter-notice process for speakers, meaningful penalties for false reports, and explicit protection for anonymized and encrypted communications. These are not minor technical corrections. They are the difference between a law that protects victims and a law that builds permanent surveillance infrastructure under a victim protection label.
The Questions Nobody Is Asking
The enforcement deadline is May 19, 2026. Platforms have been building compliance infrastructure for a year. Here is what that process has produced, and what your representatives should be asked to account for:
- Which platforms have connected to the NCMEC hash database?
- What are the retention policies for hashes, removal records, and tracking numbers?
- Who has access to that data and under what legal standard?
- What happens to the scanning infrastructure if the law is amended, challenged, or repealed? What prevents the hash database from being expanded to content categories beyond intimate imagery?
The child safety problem is real. The solution deserves exactly this level of scrutiny.
That is the standard CLA applies. Everything else is a test.
Julie Barrett is the founder and president of Conservative Ladies of America, a 501(c)(4) constitutional conservative policy advocacy organization. CLA tracks technology legislation, including age verification, digital ID infrastructure, app store accountability, and AI policy, through a constitutional and parental rights lens. Learn more at conservativeladiesofamerica.com. Contact: [email protected]


