Corerain, in collaboration with partners, provided an AI video analytics solution for multiple fireworks and firecrackers warehouses in Yunnan. While ensuring full compliance, the solution establishes an intelligent barrier of "7x24 real-time monitoring and intelligent second-level alerts," truly achieving a fundamental upgrade from "human defense" to "technological defense," eliminating risks before they materialize.However, successfully implementing this technological blueprint was not without challenges. The project encountered numerous practical difficulties: the warehouses' existing cameras were of mixed models and installed at varying positions; drastic lighting changes inside the warehouses during dawn and dusk caused algorithms to generate false alerts; and irregular stacking patterns and varying aisle widths posed significant challenges for accurate detection.

 To address these, Corerain's technical team conducted multi-period on-site data collection and continuously optimized image preprocessing and adaptive light compensation modules, significantly improving the system's detection stability under complex lighting conditions. In parallel testing with multiple vendors, Corerain's object detection algorithm demonstrated higher robustness—achieving an effective alert rate of over 92% and reducing false alerts by 80%, particularly excelling in harsh scenarios such as low light and backlighting.Beyond exceptional performance, another key competitive advantage of this solution lies in its outstanding deployment flexibility and cost-effectiveness. The solution supports the reuse of various existing cameras and network equipment, requiring only the addition of edge computing nodes to enable AI capabilities, without the need for large-scale infrastructure renovation or equipment replacement. This lightweight deployment model significantly reduces customers' upfront hardware investment and installation and debugging costs, while greatly shortening system deployment time and the return on investment cycle, ensuring that enterprises' intelligent transformation is no longer a heavy-asset, long-term burden.

Currently, Corerain's fireworks and firecrackers AI monitoring solution has been successfully deployed in multiple cities across Yunnan, helping enterprises progress from "seeing" to "understanding," and shifting from "passive evidence collection" to "active early warning." This truly realizes the empowerment of traditional safety supervision through AI technology, using reliable technology to safeguard the peace and safety of every celebration.