A new evaluation framework has been proposed to assess the trustworthiness of large language models, agentic AI, and multimodal systems. The framework considers eight dimensions: capability, robustness, safety, fairness, transparency, governance, oversight, and efficiency. It provides a structured basis for assessing system performance and the credibility of the evidence supporting it.