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Moving AI from Pilot to Production in Regulated Industries
Most organizations implementing AI into their operational workflows eventually realize that the pilot-to-production transition is a formidable challenge. This holds true even with strong executive support, solid research, expert data science teams, approved tools, and promising use cases. A 2025 MIT NANDA study found that about 95% of enterprises are getting zero return on their Gen AI investments, largely due to the sheer complexity of translating a promising test phase into a reliable business outcome that involves real-world variables.1
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