This guide breaks down how to evaluate AI reporting tools across accuracy, security, workflow, and governance. It highlights the questions that actually matter in high-stakes environments, from hallucination risk to data handling policies. If you’re considering an AI tool, this is the checklist to bring into every vendor conversation.