Featuring perspectives from industry, national labs, and academia, this session highlights speakers working across tandem solar development, PV data science, AI-enabled X-ray and materials characterization, and engineering tools for energy materials research, offering a discussion of how LLMs may strengthen scientific reasoning, accelerate research workflows, and provide insights to the PV community.