Unfold

A blog by Cradle

Introducing an ‘ML maturity ladder’ for biologics discovery and development

Many organizations confine machine learning in molecular discovery and design to isolated proof-of-concept projects. We propose a 5-level maturity ladder to illustrate how teams advance towards autonomous systems that learn from every experiment and guide discovery across entire pipelines.

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© 2026 · Cradle is a registered trademark

Built with ❤️ in Amsterdam & Zurich

© 2026 · Cradle is a registered trademark

Built with ❤️ in Amsterdam & Zurich