This research addresses the challenges faced by SMEs in deploying Artificial Intelligence (AI) systems ethically and securely. Engaging with twenty SMEs through workshops and surveys, we developed an evaluation tool utilizing explainable AI. This tool examines AI systems' robustness, biases, and vulnerabilities, ensuring ethical usage and legal compliance. By conducting a pilot study on AI-driven language models, we demonstrate the tool's ability to assess risks across various domains, fostering trust and accountability in AI integration for SMEs
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