As a detective specialized in checking the reliability of LLMs, you must use your skills to identify the factual errors made by different LLM providers. The wrong answers can lead to severe financial implications, and it's your job to prevent that from happening. Your goal is to compare the quality of different LLM providers and create tests specific to each business to ensure the robustness of their models.