A camera feed in Coconino National Forest triggered an AI alert after detecting smoke on a March afternoon. This computer vision system identifies early fire signatures to accelerate emergency response times. Practitioners can now deploy these automated monitors to reduce human surveillance fatigue. The tool provides critical minutes for containment in high-risk Western US regions.