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The Cenozai Blog
Applying machine learning through systems of intelligence for facility operations and maintenance
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Before implementing new search technology, data cleanup and preparation is critical. Here's what you need to do.
![Connected nodes of light like a knowledge graph](https://images.prismic.io/cenozai/cf585221-34b9-49f3-8bd2-a5f7c9765665_pexels-pixabay-373543.png?auto=compress,format&rect=0,56,1800,1067&w=400&h=237)
Enterprise search is changing for facility operators—out with the file hierarchies and in with the information networks.
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Data hoarding is widespread, and has a major impact on business performance. What’s the problem, why does it happen, and how can you fix it?
![Abstract growth curve](https://images.prismic.io/cenozai/bc3c88c5-083e-4b6d-bab0-448005b52d89_abstract-growth.jpg?auto=compress,format&rect=0,97,2000,1185&w=400&h=237)
Professional Go players use AI bots to analyze their games and improve strategy. How can we do the same to upskill talent in an industry setting?
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Metrics should be defined with task context in mind, because you might find that precision isn’t the most important factor for meeting your end goals.
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Rather than wondering whether a machine will replace you (unlikely), what changes can you make to adapt to a new and more efficient way of working?
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Effectively accessing and searching document data is the foundation to achieving operational excellence for your facilities in this digital era.
![Industrial plant with digital twins](https://images.prismic.io/cenozai/77ed8433-9be7-41c1-be98-1b5636dd5765_digital-twin-industrial-plant.png?auto=compress,format&rect=0,0,2000,1185&w=400&h=237)
If you're applying OCR to machine readable documents, you're negatively affecting the speed, accuracy, and ultimately cost of your facility digitization process.
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