"Where we're you that evening? do you own a outfit matching the suspect? Etc." This kid would have been quickly cleared. It's already terrifying to be questioned by the police when you are innocent. How do you think he felt when they said they had video evidence of him shoplifting. They already made up their mind.
Now replace your colleagues with an AI. Simply because you have a match does not mean you have the suspect. Just over a year ago we were discussing the same issue: https://news.ycombinator.com/item?id=23628394