Data is the Hard Part | Building AI Tools for the Military

Data serves as the linchpin for military AI, yet it remains inherently imperfect and requires alignment with specific mission use cases to be effective. Bharat Patel, Accenture’s AI and data lead for its defense portfolio and a former federal acquisition official, emphasizes that achieving autonomy in defense requires moving beyond static exercises toward a continuous, rapid pipeline for data collection, labeling, and evaluation. Bureaucratic complexity and the necessity of human-in-the-loop oversight for safety remain significant obstacles to widespread deployment. Project Maven illustrates the critical need for operationally relevant data to ensure model performance. Ultimately, successful integration depends on modular, industry-supported approaches that prioritize infrastructure—governance, standards, and data management—over purely technological solutions. This shift is essential for scaling AI capabilities from experimental projects into reliable, battlefield-ready tools that can adapt to adversarial tactics.