Ravi Kiran Reddy Bommareddy developed an AI-assisted troubleshooting platform for robotics and automation deployments, integrating documentation, issue histories, and known resolutions into a single guided support system. The tool replaces scattered tribal knowledge with context-aware guidance, enabling engineers to resolve issues quickly during time-sensitive commissioning activities.