A user-centered, unified experience for model management and observability for customers, and a generic, logical, future-proof backend framework for internal users.

The Consistent Model Management (CMM) framework drastically reduced implementation time from months to days, training times for use-cases with trainable models by 50%, AND enabling seamless, day 1 automation with out of the box models.

The framework also enabled faster integration and productization of new models - such as VLMs - with key templated built-in capabilities introduced in the framework.