error and conclusions of law (as well as mixed questions of law and fact, such as determinations of reasonable suspicion) de novo. Ornelas v. United States, 517 U.S. 690, 699, 116 S.Ct. 1657, 134 L.Ed.2d 911 (1996); United States v. Uribe, 709 F.3d 646, 649 (7th Cir.2013). Ruiz challenges the district court’s factual finding that his consent was voluntary, which is addressed below; otherwise, Ruiz does not mount a serious challenge to the factual findings of the district court, and we do not find them1 to be clearly erroneous. See United States v. Bullock, 632 F.3d 1004, 1011 (7th Cir. 2011) (“Under clear error review, we will not overturn the district court’s factual findings unless left with a definite and firm conviction that the district court was mistaken. We give special deference to the district court’s credibility determinations.”) (quotation omitted). Ruiz instead contends that, even accepting the officers’ testimony as truthful, his motion to suppress should have been granted.
Ruiz first argues that his motion should have been granted because the officers did not have reasonable suspicion to approach and detain his vehicle in the residential driveway. “An investigatory stop complies with the Fourth Amendment if the brief detention is based on reasonable suspicion that the detained individual has committed or is about to commit a crime.” Uribe, 709 F.3d at 649-50 (citing, inter alia, Terry, 392 U.S. at 21-22, 88 S.Ct. 1868). The officers initiating the investigatory stop must be able to point to' “specific and articulable facts which, taken together with rational inferences from those facts,” suggest criminal activity. Terry, 392 U.S. at 21, 88 S.Ct. 1868. “[I]narticulate hunches” will not suffice. Id. at 22, 88 S.Ct. 1868. However, “[r]easonable suspicion is a lower threshold than probable cause” and “considerably less than preponderance of the evidence.” Bullock, 632 F.3d at 1012 (quotations omitted). “Reasonable suspicion is a less demanding standard than probable cause not only in the sense that reasonable suspicion can be established with information that is different in quantity or content than that required to establish probable cause, but also in the sense that reasonable suspicion can arise from information that is less reliable than that required to show probable cause.” Alabama v. White, 496 U.S. 325, 330, 110 S.Ct. 2412, 110 L.Ed.2d 301 (1990). This is an objective standard, based upon the facts available to the officers at the moment of the seizure. Terry, 392 U.S. at 21-22, 88 S.Ct. 1868.
“[I]n determining whether officers had the requisite particularized suspicion for a Terry stop, we do not consider in isolation each variable of the equation that may add up to reasonable suspicion. Instead, we consider the sum of all of the information known to officers at the time of the stop.” Matz v. Klotka, 769 F.3d 517, 523 (7th Cir.2014) (citation omitted), cert. denied, — U.S.-, 135 S.Ct. 1901, — L.Ed.2d-, 83 U.S.L.W. 3720 (U.S. Apr. 27, 2015). In other words, “courts examine the totality of the circumstances known to the officer at the time of the stop, including the experience of the officer and the behavior and characteristics of the suspect.” Bullock, 632 F.3d at 1012 (quotation omitted). Reasonable suspicion can arise from “behavior that may in other circumstances be considered innocent; in other words, context matters.” Matz, 769 F.3d at 523.
The government presented numerous facts in support of its position that reasonable suspicion existed at the time the officers approached Ruiz in the driveway. The officers had observed a series of suspicious encounters between three different vehicles — one was driven by an individual with drug convictions and the other two