TL;DR
Federal enforcement is shifting from broad, precautionary restrictions on artificial intelligence platforms to aggressive, targeted actions against deceptive marketing and algorithmic market coordination. While antitrust regulators are establishing strict historical boundaries on dynamic pricing software, securities and consumer protection agencies are systematically dismantling schemes that use manual labor to mimic technological automation.
Federal Regulators are Dismantling the "Smoke and Mirrors" of Fake AI Capabilities
The illusion of seamless automation is facing a coordinated clampdown as securities and criminal regulators target companies that disguise manual human labor as proprietary machine learning. In parallel civil and criminal actions, the Securities and Exchange Commission and the U.S. Attorney's Office for the Southern District of New York charged the founder of e-commerce startup Nate, Inc. with defrauding venture capital investors of over $42 million by fabricating his company's technological capabilities Albert Saniger Case. The U.S. Attorney's Office detailed these fraudulent practices in their SDNY Press Release:
"Saniger misled investors by exploiting the promise and allure of AI technology to build a false narrative about innovation that never existed. ... [He] defrauded investors with fabrications of his company's purported artificial intelligence capabilities while covertly employing personnel to satisfy the illusion of technological automation ... a scheme filled with smoke and mirrors." — Albert Saniger Case
These enforcement actions demonstrate that the era of "fake it till you make it" in technology fundraising is over. Regulators are no longer treating exaggerated automation claims as harmless marketing puffery, but as material fraud that carries severe civil liabilities and potential criminal penalties Albert Saniger Case.
What to watch: Whether the SEC's first-ever public company AI-washing settlement against Presto Automation Presto Automation—which revealed that the company's drive-thru ordering tool relied on offsite human workers as detailed in the SEC Presto Automation Cease-and-Desist Order—triggers a wave of disclosures from other publicly traded firms seeking to preemptively clarify their actual human-in-the-loop dependencies [Presto Automation](/topics/019e8189-2e86-7de9-9fb5-2beeb4a179ce/notes/sec-presto-automation].
Antitrust Boundaries for Predictive Pricing
Algorithmic pricing tools can no longer ingest real-time competitor data to coordinate markets, establishing a strict legal divide between predictive technology and collusive behavior. The Antitrust Division of the U.S. Department of Justice and a coalition of state Attorneys General announced a landmark proposed settlement with software provider RealPage Inc. to resolve a high-profile civil antitrust lawsuit RealPage Settlement. As Assistant Attorney General Abigail Slater stated in the DOJ Press Release:
"Competing companies must make independent pricing decisions, and with the rise of algorithmic and artificial intelligence tools, we will remain at the forefront of vigorous antitrust enforcement." — RealPage Settlement
This settlement draws a clear line: while algorithms may predict market trends, they cannot act as a digital clearinghouse for nonpublic, real-time competitor data. By forcing the company to only use historical data that is at least 12 months old under a 7-year consent judgment, the government is effectively neutralizing the predictive advantage of real-time algorithmic coordination RealPage Settlement.
What to watch: How other property management and dynamic pricing software providers adjust their predictive models to comply with the new standard of using historical data that is at least 12 months old RealPage Settlement.
The FTC's Regulatory Pivot on Platform Liability
The regulatory burden is shifting away from technology developers and onto the deceptive actors who actually deploy them, signaling a friendlier environment for foundational software innovation. In a major regulatory pivot, the Federal Trade Commission reopened and set aside its previous final consent order against the writing assistant Rytr LLC Rytr Reversal. Commissioner Andrew Ferguson, in his dissenting statement which became the basis for the reversal, warned:
"Treating as categorically illegal a generative AI tool merely because of the possibility that someone might use it for fraud is inconsistent with our precedents and common sense. And it threatens to turn honest innovators into lawbreakers and risks strangling a potentially revolutionary technology in its cradle." — Rytr Reversal
This pivot represents a major victory for developers, as the Commission rejected the theory that would have held technology creators liable for how bad actors might abuse their products Rytr Reversal. Now, developers can build without the threat of categorical bans, provided they are not actively participating in the deception themselves.
What to watch: Whether the Commission's pivot to targeting actual publishers of deceptive content results in a surge of enforcement actions and civil penalties of up to $53,088 per violation under its Consumer Review Rule Rytr Reversal.
What surprised us
- The "No-AI" AI Tool: Some of the most prominent "AI-washing" cases did not involve poorly designed software, but rather a complete absence of the technology. Cox Media Group marketed a highly invasive "Active Listening" tool that purportedly analyzed real-time voice data from smart devices, yet the FTC Press Release revealed that no such tool existed, and the company was simply reselling standard email lists bought from data brokers CMG Active Listening
.
- The Human Call Center behind the App: In the case against Nate founder Albert Saniger, the illusion of a fully automated, generative shopping checkout was maintained by secretly employing manual contract workers in a Philippines call center to process transactions in real time behind the scenes Albert Saniger Case
.
- No Fines for RealPage: Despite the Department of Justice calling the rent-setting case a landmark antitrust action, the proposed settlement contains absolutely no financial penalties or admissions of wrongdoing, relying entirely on structural and operational remedies to correct the market RealPage Settlement
.