In Celaya, Guanajuato, the first unit dispatched to most emergency calls is not a patrol car. It is a DJI drone that launches from an automated dock in seconds, with no pilot on site, and streams live video back to operators before officers arrive.
That program, a Drone-as-First-Responder (DFR) deployment, is part of a security reset in a city that spent years on lists of Mexico's most violent municipalities. It is also, according to DJI's own case study, the Chinese manufacturer's first marquee municipal reference site in Mexico and one of only a handful of automated public-safety docks running continuously outside the United States.
A "drone-in-a-box" is an autonomous ground station that lives on a rooftop or pole, charges the aircraft between flights, and launches it on a preset flight path the moment a 911 call comes in. The drone flies to the address, hovers above the scene, and relays a live feed to operators. Police are dispatched in parallel; the drone simply gets there first. In Celaya, the city says the dock reaches a scene within minutes, well ahead of a patrol unit.
The vendor architecture splits in two. DJI supplies the Dock 3 hardware and the Matrice 4D drone flying from it. OKIP, a Mexican smart-city and security integrator, wires the dock into Celaya's emergency-response infrastructure and runs the day-to-day operations. The arrangement is common in municipal DFR rollouts: a global hardware vendor provides the box and the airframe, and a local integrator owns the integration, the dispatch logic, and the city relationship.
Celaya fired roughly 340 of about 600 police officers in 2024 and called in federal troops to fill the gap, the LA Times reported. The city's homicide rate that year reached about 87 per 100,000 residents, roughly seventeen times the U.S. average. Mayor Juan Miguel Ramírez Sánchez framed the drone program as a faster eye on emergencies while the rebuilt force got up to speed.
Guanajuato murders fell 19.2% in 2025, and the daily homicide average dropped from about 12.7 to 6.5, with further reductions reported in early 2026. That decline is multi-causal: federal deployments, cartel-leadership arrests, the police reset, and a state-level security push all overlap. National crime reporting and advocacy coverage both treat the trend as a countrywide story, not a single-program outcome. Celaya itself still ranked 35th among Mexico's 50 most violent municipalities in the most recent tally.
The supplied record on the Celaya program stops at deployment. No response-time delta, no incident counts, and no clearance-rate change tied to the dock have been published. The mayor and the OKIP director describe it in terms of speed and officer safety, not in terms of measured crime outcomes. Any version of this story that credits the drones with the state-level homicide decline would be reading past what the sources actually say.
Three accountability questions follow the hardware. Scope: a continuous rooftop camera grid is a different category of surveillance than a piloted helicopter, and Celaya has not publicly detailed what the drones record, how long the footage is retained, or who can review it. Audit: DFR programs in U.S. cities have run into pushback over how the video feeds are used in investigations and whether operators are recording incidents the city has not authorized them to record. Vendor dependency: a DJI-built dock is a proprietary platform. Replacing the system, or changing integrators, is not a swap-out exercise; it is a rebuild.
DJI is also under active U.S. regulatory scrutiny over data-handling and national-security concerns, and U.S. federal agencies are restricted from purchasing Chinese-made drones. That does not block the Celaya deployment, but it does mean the model is harder to export to cities whose own governments have rules against it.
The next concrete signal to watch is whether Celaya or OKIP publishes a public report on response times, footage retention, or incident outcomes. Until then, the program is a live deployment whose mechanism is clear and whose results are not.