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Is sketchy AI a distraction?
January 23, 2026

Recent headlines have focused on police departments using generative AI to create photorealistic images of suspects. The results are often uncanny. The public reaction oscillates between fascination and concern regarding bias or accuracy.
This debate captures our attention. It also obscures the broader reality of how machine learning reshapes public safety.
The conversation about generative art in investigations misses the operational revolution happening behind the scenes. The most impactful changes involve data processing and the fundamental pursuit of speed.
The "Boring" Breakthroughs
The most consequential tools in law enforcement process existing data rather than creating new images.
Digital Triage: Investigations often involve terabytes of data from seized devices. AI tools now sift through this information instantly. They locate critical location data or communication logs in seconds. This allows investigators to act immediately during time-sensitive cases like abductions.
Pattern Recognition: Analysts previously spent weeks manually connecting dots between similar incidents across different jurisdictions. Algorithms now identify these patterns automatically. This connects isolated crimes to a single source and alerts agencies to trends before they escalate.
Predictive Deployment: Departments use historical data to understand where accidents or incidents are most likely to occur. This allows them to position resources proactively. Presence alone often prevents issues before they start.
Safety Through Speed
The primary metric for these tools is response time. In a crisis, the ability to synthesize information immediately determines the outcome.
The focus on the novelty of AI sketches risks overshadowing these logistical advancements. We should scrutinize the technology. We must also acknowledge that its primary value lies in logistics. The goal is to make safety systems faster.
Opinion: The viral stories about AI sketches divert attention from the core utility of this technology. The actual value is efficiency. If the technology saves time alone, that time could save lives.