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Why AI-Generated CSAM Detection Tools Fail Compliance Audits: Understanding the Technical Gaps Regulators Are Now Scrutinizing in Platform Safety Programs
As regulators intensify scrutiny of platform safety programs, many AI-powered CSAM detection tools are falling short of compliance standards. Here's what technical gaps are being exposed and how platforms can close them.
6 min read
Poisoned RAG Pipelines: How Adversarial Documents in Your Knowledge Base Silently Corrupt AI-Generated Security Advisories
Retrieval-Augmented Generation pipelines are transforming how security teams produce advisories — but adversarial documents embedded in your knowledge base can silently manipulate AI outputs. Here's what your team needs to know and do right now.
6 min read
When MSSPs Get the Tech Wrong: How a Single Misclaimed Detection Capability Unravels Client Trust, Contract Renewals, and Analyst Reputation in 2025
In 2025's hyper-scrutinized security landscape, a single overstated detection capability can cost an MSSP everything — from client renewals to analyst credibility. Here's what goes wrong and how to prevent it.
6 min read
AI Disclosure in Native Advertising: What Cybersecurity Brands Must Know About Labeling Sponsored and Machine-Generated Content
As AI-generated content floods LinkedIn, industry newsletters, and trade publications, cybersecurity brands face growing legal and ethical pressure to clearly disclose when sponsored posts blend editorial voice with machine-generated copy. Here's what you need to know.
5 min read
AI Disclosure Placement in Sponsored Cybersecurity Video Ads: Meeting FTC Standards for Language, Position, and Timing
As AI-generated content floods cybersecurity video advertising, FTC disclosure requirements are tightening. Here's exactly what your sponsored content needs to say, where to put it, and when to show it.
6 min read
Primary Source Mapping for Cybersecurity Claims: How to Trace Every Statistic Back to a Document a Regulator Can Pull and Verify
When regulators come knocking, vague cybersecurity claims won't cut it. Learn how primary source mapping transforms your security posture documentation into an auditable, verifiable chain of evidence.
6 min read