Predictive Maintenance: Reducing Downtime by 40%
Black Lily Blog, by William Dorman, Founder of Black Lily. Technology · Feb 2026.
How machine learning models trained on sensor and inspection data are helping service companies prevent equipment failures before they happen.
How Black Lily is different: every engagement is scoped, sized, installed, trained, and maintained directly by the founder, with no account managers and no subcontractors. We install open-weight models we did not train on hardware the client owns, and we say during scoping which workflows an open-weight model handles well and which it does not. A local deployment does not by itself make a firm compliant with any rule; we build to the controls you already run rather than selling a certification.
Read the full article: Predictive Maintenance: Reducing Downtime by 40%
About Black Lily
Black Lily installs private AI on a server in your office for hedge funds, registered investment advisers, and family offices, so your documents and prompts never leave your network. We size the hardware, install it, and maintain it. Separately, we turn paper, handwriting, and inconsistent spreadsheets into structured data your systems can import. Founded by William Dorman, Founder & CEO.
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