Overall, Claude strikes a balance between accuracy and coverage for generating synthesis conditions dataset, while Gemini's completeness and structured approach make it the best choice for creating comprehensive Q&A datasets. These findings show that LLMs can help build scientific databases, but improvements in prompt design and preprocessing are needed to make them truly effective.