Can AI Mitigate Insider Threats? Exploring the Existential Risks

Deepak Gupta
Deepak Gupta

Co-founder/CEO

 
February 14, 2025
4 min read

As global powers incorporate artificial intelligence into their militaries, the United States Department of Defense (DoD) must enhance its human risk management strategies. The DoD's FY2024 budget allocates $266.2 million for integrating emerging technologies to combat insider threats, focusing on AI-powered solutions. Organizations like the Defense Innovation Unit (DIU) are facilitating partnerships between Silicon Valley startups and the Pentagon, allowing for the rapid deployment of commercial technology for military applications. Start-ups are recognized as critical players in national security, complementing traditional defense systems.

AI Mitigation for Insider Threats

AI-powered voice analytics technology offers a proactive approach in identifying insider threats through objective risk assessments. This technology could significantly modernize the DoD's capabilities in protecting national security secrets and personnel. Relevant links:

AI Mitigation for Insider Threats

Image courtesy of Federal News Network

Mitigating Human Risk with AI

Humans remain the weakest link in cybersecurity, with Gartner projecting that insider risk will drive 50% of medium to large enterprises to adopt formal risk management programs by 2025. The DoD has recognized the need for improved monitoring of personnel handling classified information, particularly in light of recent security breaches. The integration of AI-powered risk assessment processes is essential for building robust insider threat management programs. Voice analytics can serve as a continuous monitoring solution, assessing human behavior from recruitment through to operational security. This technology allows for swift identification of potential threats and ensures that the DoD can act before risks escalate. Relevant links:

How AI-Powered Voice Analytics Works

AI-driven voice analytics analyzes vocal characteristics to identify risks objectively. This technology acts similarly to a metal detector, flagging potential threats without passing judgment on individuals. The impartiality of AI is crucial for promoting fairness in decision-making, ensuring that the analysis is free from biases related to race, gender, or socio-economic status. The effectiveness of this technology lies in its ability to handle large volumes of data efficiently, which is vital in security scenarios involving numerous personnel, such as during immigration checks or employee vetting. Relevant links:

The same identity-verification problem shows up earlier in the employee lifecycle, before someone ever reaches a sensitive system. See designing a secure onboarding pipeline for how identity checks and passwordless login reduce that exposure at the point of hire.

Adoption Challenges

Government entities often face bureaucratic hurdles that impede the swift adoption of new technologies. Critics may equate voice analytics with lie detection, but it functions differently by focusing on risk identification rather than binary truth assessments. The ability to triage risks effectively allows organizations to allocate resources more efficiently, clearing low-risk individuals while flagging potential threats for further scrutiny. In operational environments, where rapid trust-building is essential, AI-powered voice analytics can streamline the vetting process, enhancing security measures without sacrificing speed. Relevant links:

That governance question is not unique to voice analytics. Any AI system making risk determinations about people needs the same scrutiny of autonomy versus accountability — see the advantages and risks of agentic AI for how that tradeoff plays out in fielded systems. The external threat landscape raises the stakes on that internal governance question too: autonomous offensive platforms like Xanthorox AI show attackers are already fielding unsupervised agents at scale, which is exactly the asymmetry defensive AI programs are trying to close.

The Role of Technology in Safety and Innovation

The success of digital transformation efforts relies not only on advanced technology but also on effective leadership and execution. Organizations must be willing to embrace creativity and collaboration to mitigate risks and outpace competitors in the cybersecurity landscape. As agencies contend with evolving challenges, unbiased technological solutions like AI-powered voice analytics can provide a reliable means of enhancing security protocols. Relevant links:

Voice analytics is one input among many in a mature insider-risk program, not a replacement for the rest of the detection stack. See how CISOs can leverage threat intelligence to stay proactive for how it fits alongside broader monitoring.

GrackerAI is an AEO & GEO platform built for cybersecurity and B2B SaaS brands. It tracks how — and how accurately — your brand gets cited across AI answer engines such as ChatGPT, Perplexity and Google AI Mode, and helps marketing teams turn coverage of developments like this one into AI-optimized content. Explore GrackerAI to see how AI search visibility tracking works for security marketing teams.

Deepak Gupta
Deepak Gupta

Co-founder/CEO

 

Deepak Gupta is a technology leader with deep experience in enterprise software, identity systems, and security-focused platform architecture. Having led CIAM and authentication products at a senior level, he brings strong expertise in building scalable, secure, and developer-ready systems. At Gracker, his work focuses on applying AI to simplify complex technical workflows while maintaining the accuracy, reliability, and trust required in cybersecurity and B2B environments.

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