Across Cleveland and its suburbs, police are increasingly leaning on commercial facial-recognition tools to move investigations along at high speed, from street-level homicide work to suburban shoplifting cases. The tech has already collided with the courts: a Cuyahoga County judge last winter tossed out a search after finding detectives failed to disclose that a key identification came from a Clearview AI report. Defense lawyers and civil-liberties advocates warn that the software can spit out long lists of potential matches and is being deployed without consistent public oversight or clear ground rules.
In the case at the center of that fight, detectives pulled a still image from store surveillance and sent it to the Northeast Ohio Regional Fusion Center, which returned a Clearview AI report that officers then leaned on while seeking a warrant, as reported by Ideastream Public Media. Judge Richard McMonagle ruled that the warrant affidavit did not clearly explain the role of the AI-generated identification and suppressed evidence seized at 403 E. 152nd St. Prosecutors have appealed that ruling.
Suburban Patrols and Shoplifting
The same software is now showing up in what police describe as lower-stakes work too. Middleburg Heights, a suburb of about 15,000 residents, logged 1,377 facial-recognition searches in 2025 and used Clearview AI in a shoplifting investigation that generated 284 leads from a single query, according to News 5 Cleveland. Local chiefs say the software can shrink timelines from weeks or months down to minutes. Defense attorneys counter that a flood of low-confidence hits raises the odds that innocent people get swept into police files.
County Contract and Fusion-Center Rules
Public records show Cuyahoga County’s Board of Control approved a one-year contract, not to exceed $59,995, with Clearview AI to supply image-recognition licenses and training for the Northeast Ohio Regional Fusion Center. The fusion center has a written policy that limits facial-recognition searches to official law-enforcement or homeland-security work and forbids searches based on religion, race, or gender, but critics argue that audit provisions and training requirements leave real enforcement gaps, according to Cuyahoga County records and reporting by GovTech.
How Often the Searches Run
County datasets reviewed by local reporters show the fusion center has processed hundreds of image searches on behalf of dozens of agencies. News 5 Cleveland reported 975 facial-recognition searches in roughly six months, covering about 158 different police departments. Clearview’s standard report language, echoed in local coverage and court filings, stresses that results are investigative leads and are not intended to be admissible evidence, and the contract warns users that the product cannot be guaranteed. That fine print has become a favorite target in defense motions, according to Cleveland.com.
Legal Stakes
Defense attorneys and national advocacy groups say the Tolbert ruling could force clearer disclosure about whether, and how, AI tools are used to generate investigative leads. An amicus brief filed by the ACLU, the ACLU of Ohio, and the National Association of Criminal Defense Lawyers argues that undisclosed facial-recognition hits can mislead judges and undermine probable-cause findings. The amici urged the appeals court to uphold the suppression order in the Tolbert case, per the amicus brief filed with the 8th District Court of Appeals.
What Officials Say and What Comes Next
City and county leaders have sent mixed signals in public about how the technology is being used and who is watching the watchers. As noted by Ideastream Public Media, Public Safety Director Wayne Drummond told the city council in November that the Real Time Crime Center was not using AI, comments that sit awkwardly beside court filings showing a detective had routed a store image to the fusion center. The Cuyahoga County prosecutor has appealed the suppression order, and the resulting decision is expected to test whether judges must be told when algorithmic identifications helped build probable cause.
For now, the Tolbert appeal and the county’s Clearview contract have thrown a spotlight on how deeply image-search tools are woven into policing across Northeast Ohio. Elected officials, defense lawyers, and privacy advocates are pushing for mandatory reporting, tougher training standards, and sharper local policies. The coming appellate ruling will help decide whether courts and agencies keep treating facial recognition as a behind-the-scenes tool or move toward formal, publicly defined oversight, according to Cleveland.com.
