Industrial reformers are important parts of clean energy and making fertilizer. At their core, these systems need high-temperature heat sources to make the chemical processes happen. In the past, people had to start up the heat-generating units in reformers by hand, which was very dangerous. These concerns include the possibility of gas leaks or ignition failure, which might put people and nearby equipment in danger. Also, human control typically leads to problems like unstable fuel–air mixes and incomplete combustion, which in turn impact how much energy is used and how much work is achieved. The developed system included an Automated Thermal Management System that can control and monitor how heat sources work in the chamber by using a thermal imaging camera and different sensors. The system takes care of important duties including safe ignition sequencing, real-time flame detection, and operational regulation on its own. Some of its benefits are improved safety through automatic shutdown during failures, increased thermal efficiency through optimized fuel–air mixing, and continuous data logging to help with system diagnosis and optimization. ATMS used Raspberry Pi and IoT, where the design places a strong emphasis on safety. Also, the system uses sensors to monitor the fuel and air input and changes the ratios of these inputs on the fly to get the best combustion. The proposed system is modeled and can improve in industrial reformer situations through different controlling techniques.