Douglas County uses AI, decoys to catch child predators early

Douglas County investigators are moving child-exploitation cases upstream, using undercover decoys, sting operations and AI-assisted analysis to identify suspected predators before they reach actual minors. The sheriff’s office says the strategy is already producing arrests and search warrants across a region that includes Castle Rock, Parker and Castle Pines.

Inside the Douglas County Sheriff’s Office, the Special Investigations Unit has three detectives and one sergeant assigned to the crime trend, while the Special Victims Unit includes a sergeant and four detectives. Both units follow up on CyberTips from the National Center for Missing and Exploited Children, and county investigators work within the Colorado ICAC Task Force. When a case involves a child victim, the Special Victims Unit brings that child to SungateKids Children’s Advocacy Center.

The county has also put money behind the work. On April 15, Douglas County commissioners unanimously approved a roughly $100,000 TimePilot AI subscription for the sheriff’s office after a yearlong trial. The sheriff’s office says the system helps turn large, complex databases into actionable investigative leads and speeds evidence review, giving detectives a faster way to sort through digital material as online exploitation cases multiply.

The 23rd Judicial District Internet Crimes Against Children unit became fully operational in spring 2026 as a joint effort involving the sheriff’s office, the Parker Police Department, the Castle Rock Police Department and the 23rd Judicial District Attorney’s Office. In its first two months, the unit reported five arrests and three search warrants. A separate 2025 case tied three NCMEC CyberTips from the Kik messaging app to a Castle Pines suspect, showing how a trail that begins with a few digital reports can develop into a formal investigation.

Douglas County leaders have also pushed for tougher penalties. Gov. Jared Polis signed Senate Bill 26-015 on June 3, strengthening punishments for child exploitation and human trafficking offenses and updating outdated language in state law. County Commissioner Abe Laydon attended the signing, and District Attorney George Brauchler has said stiffer sentencing is important for deterrence. Advocates including Jenelle Goodrich of From Silenced to Saved have argued that the abuse is widespread and persistent.

For parents, the county’s message is that early reporting matters. Suspicious online contact should be treated as urgent, because Douglas County’s investigators are trying to stop cases before a child is physically harmed. In this county, the first alert is no longer the end of the story; it is where the investigation begins.