The rise of AI in decision-making processes is transforming industries, but it also raises concerns about accountability. Verifiable machine learning is emerging as a solution, ensuring that AI systems can be audited and their decisions understood. This is crucial for building trust in AI technologies, as it allows stakeholders to verify outcomes and hold systems accountable for their actions. As AI continues to influence critical areas like healthcare and finance, establishing accountability through verifiable methods is essential for responsible innovation.