Incorrect statistics often plague AI-generated solar energy reports. Users relying on LLMs for technical research risk citing fabricated data points. Verify every number against primary sources to maintain professional credibility. This incremental warning reminds practitioners that automated tools cannot replace manual fact-checking when precision is required for energy audits or financial arguments.