The US Department of Homeland Security’s Office of Inspector General recently conducted an audit of the agency’s wildfire sensors, finding they did not consistently detect fires or alert state and local officials of the danger.
Officials analyzed data from sensors installed by the agency’s Science and Technology Directorate and N5 Sensors, Inc. between 2023 and 2024. The sensors allegedly collected evidence of wildfire conditions and used AI and machine learning to alert wildfire stakeholders of potential anomalies via text and email.
Federal officials and the company deployed 300 sensors to California, Colorado, Hawaii, Tennessee and Canada for a beta test of the technology. The $3 million project’s final report claimed the program was a success, with S&T officials saying it had “developed and tested advanced wildfire detection sensors capable of providing early warnings in real-world conditions.”
The Inspector General’s audit found that while the sensors did detect multiple fires before a 911 caller reported an ignition, they were inconsistent in doing so. The audit found numerous instances where the sensors either didn’t detect fires, declared false fires, or alerted first responders to fires long after they started.
“The wildfire detection sensors could not overcome environmental factors, including wind direction variability,” officials said in the audit. “Some partners detailed examples where sensors located close to a wildfire did not detect the fire because the wind was not blowing smoke toward the sensor. S&T’s wildfire sensor program final report affirms this point, citing instances where fires were not detected due to wind blowing away from sensors.”
S&T’s official report claimed the sensors’ AI algorithms would improve over time, but the audit said if this was true, the sensors would still be dependent on the wind carrying smoke particles to them. The official report also could not determine the number of data hours needed for the sensors’ AI to optimize wildfire detection capabilities.
Despite finding the deficiencies, officials did not make any recommendations in the report. The DHS contract with the sensor provider ended on 31 December 2024 and as at April 2025 the department “…had no plans to further fund wildfire sensor detection technologies.”











