White Paper

Autonomous Quality in AI Model Productization: A Journey

Autonomous Quality in AI Model Productization: A Journey

Pages 7 Pages

Intel IT’s AI group delivers enterprise-scale value by embedding autonomous quality into AI model productization, generating over USD 1.5B ROI in 2021. With 500+ models deployed, Intel developed Microraptor, an MLOps platform integrating automated quality gates, real-time monitoring, and retraining triggers. This ensures models remain accurate, scalable, and cost-efficient across manufacturing, sales, and design. Key principles include behavior-driven development, continuous quality indicators, and high data integrity. By automating quality checks and reducing maintenance effort to just 10% of resources, Intel enables teams to focus on innovation while sustaining reliability, agility, and customer impact.

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