Security | Threat Detection | Cyberattacks | DevSecOps | Compliance

Best Shadow AI Governance Tools for Enterprises: Buyer's Shortlist

Security teams already know employees use generative AI. The harder problem is buying the right platform before unsanctioned apps move sensitive data outside your visibility and control. UpGuard research found 81% of employees and 88% of security leaders use unapproved AI tools, and 45% of workers find a workaround when their employer blocks an app. That last number should shape your buying criteria more than the first two. Demand doesn't disappear when you block it. It moves somewhere you can't see.

When the AI Arrives Inside Software You Already Bought

An application that was AI-free at the last audit may be processing corporate data through a language model today. Nobody procured it, nobody approved it and nobody was asked. A vendor shipped a release. ‍ Third-party AI governance is built almost entirely around procurement. Assess the vendor, negotiate terms, sign a data processing agreement, add the tool to a register. The apparatus requires a purchasing event, and an embedded feature produces none, so the apparatus never engages. ‍

How AI Phone Calling Is Changing Voice Phishing Defense

Phone scams have been around for decades, but the last few years have brought a sharp shift in how convincing they've become. Voice phishing, often called vishing, used to rely on generic scripts and a scammer's ability to sound believable. Today, the same technology that powers helpful tools like AI phone calling is also being studied and used to fight back against these scams.

Prompt Injection Through Tool Output Is Two Events (Your Screens Read One)

Tool output is untrusted because your own systems produce it. That is the part of the OWASP guidance that never makes it into a deployment. The label goes on web pages and email bodies, where an outsider obviously wrote the text. It never goes on the ticket store, the CRM, or the repo, because those are yours. The attacker does not care whose system it is. He cares which field takes free text: the ticket body, the opportunity note, the PR description.

I Tested 16 AI Video Generators for Storytelling. Here's My 2026 Ranking

AI video gets much harder the moment you ask it to tell a story. A single beautiful shot can hide a lot of weaknesses. Narrative work exposes them: the character has to remain recognizable, actions need to happen in the right order, camera changes have to make sense, and the next clip should feel as if it belongs to the same world. That is why we are not ranking these tools by the prettiest demo. We care about how useful they are for building scenes, maintaining visual direction, working from references and turning multiple clips into something that feels intentional.

CrowdStrike Falcon Guardian: Secure AI Agents Where They Execute

CrowdStrike Falcon Guardian secures AI agents where they execute, delivering runtime visibility, governance and protection through the CrowdStrike Falcon platform. Falcon Guardian continuously discovers AI agents, connects AI activity to downstream endpoint execution for prompt-to-impact visibility, helps security teams investigate threats and determine blast radius, and enables response before threats spread. It also builds on proven AI security capabilities for Shadow AI discovery, AI governance, sensitive data protection and defense against AI-specific attacks.

CVE-2026-0768: Critical RCE in Langflow AI Agent Builder

A critical remote code execution vulnerability has been identified in Langflow. The vulnerability was first reported to the vendor in mid-2025 and disclosed publicly as a zero-day in January 2026. Exploitation attempts rose sharply in late August 2026, moving from isolated probing to continuous, multi-source scanning within days.

Rethinking AI Guardrails: A Layered Approach to AI Infrastructure Security

Rethinking AI Guardrails: A Layered Approach to AI Infrastructure Security Are guardrails enough to secure AI models? A10's Jamison Utter and Arjoyita Roy explore why relying solely on edge filtering creates a false sense of security for modern infrastructure. Discover the necessity of a layered, architectural approach to guardrail systems. Key Takeaways.