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From Response to Prevention: AI Changes Everything, If You Use It Correctly – Part 6
Artificial intelligence will not replace experienced analysts, investigators, or threat-management professionals. Its real value is its ability to process information at a scale and speed no human team can match.
During my public-sector service, today’s AI capabilities were not readily available. Had they been, they could have significantly strengthened our ability to connect information from incident reports, open-source intelligence, law-enforcement partners, facility systems, and other authorized sources. Properly configured AI agents could continuously monitor approved sources, identify changes involving persons or situations of concern, correlate new information with existing cases, and alert analysts to developments requiring review.
Emerging technologies were already demonstrating this potential. License-plate recognition systems could be integrated with cameras and watch lists to notify authorized personnel when an identified vehicle approached a protected location. AI greatly expands that concept by detecting relationships, changes, and recurring patterns across far larger volumes of information.
Trust but Verify Part 6: Human Expertise Still Matters
The Trust but Verify series has examined what happens when digital forensic work becomes increasingly dependent on powerful commercial platforms. Earlier parts considered silent failures, concentration risk, validation, marketplace pressure, and the difficulty of explaining automated output when it becomes evidence. Each issue points to the same professional obligation: forensic software can extend an examiner’s reach, but it cannot assume responsibility for the conclusion.
Part 6 turns to the human side of that obligation. Modern platforms can acquire devices, recover records, normalize timestamps, identify application data, organize communications, correlate locations, and generate reports at a scale that would have been impossible only a few years ago. Those capabilities are valuable, but they do not eliminate the need for analytical judgment. They make that judgment more important because the volume, speed, and apparent completeness of the output can obscure the assumptions that produced it.
From Response to Prevention: Threat Assessments That Actually Matter – Part 5
Organizations frequently use the terms vulnerability assessment, threat assessment, risk assessment, and protective intelligence interchangeably. They are related, but they answer different questions, and confusing them can leave serious gaps in a security program.
A vulnerability assessment examines weaknesses that could be exploited. It considers physical security, technology, policies, staffing, training, communications, and operational practices. In simple terms, it asks: Where are we exposed?
A threat assessment evaluates a person, group, circumstance, or emerging behavior that could cause harm. It considers such factors as intent, capability, access, planning, grievances, escalation, and proximity to a potential target. It asks: Who or what may cause harm, and how likely is the concern to progress?
