--- title: Its about time | Chris Lee description: Sharing insights, best practices, and advancements in the field of artificial intelligence and time series analytics. image: https://info.falkonry.com/hubfs/blog.png --- [Skip to content](https://info.falkonry.com/author/chris-lee#main-content) ![Falkonry Logo](https://info.falkonry.com/hs-fs/hubfs/Falkonry%20Logo/logo_falkonry_pardot_email.png?width=130&height=60&name=logo_falkonry_pardot_email.png) Open main navigation Close main navigation - [Home](https://falkonry.com) - [Product](https://falkonry.com/tsi/product) - [Use Cases](https://falkonry.com/industries) - [Resources](https://www.falkonry.com/resources/papers) - [Documentation](https://docs.falkonry.ai/) # It's About Time A hub for professionals seeking to extract actionable intelligence from complex operational data [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/right-PF-fig5.png)](https://info.falkonry.com/blog/finding-the-right-p-f-interval-with-operational-data-patterns) ## [Finding the “right” P-F interval with operational data patterns](https://info.falkonry.com/blog/finding-the-right-p-f-interval-with-operational-data-patterns) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 30, 2025 The P-F curve works not just to describe how equipment health evolves over time but also to express ... [Read more](https://info.falkonry.com/blog/finding-the-right-p-f-interval-with-operational-data-patterns) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/Making-Command-and-Control-Systems-Stronger-One-Piece-at-a-Time.png)](https://info.falkonry.com/blog/making-command-and-control-systems-stronger-one-piece-at-a-time) ## [Making Command and Control Systems Stronger, One Piece at a Time](https://info.falkonry.com/blog/making-command-and-control-systems-stronger-one-piece-at-a-time) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 30, 2025 Picture a world in which no two hardware stores stock the same type of connectors. Where no two manu... [Read more](https://info.falkonry.com/blog/making-command-and-control-systems-stronger-one-piece-at-a-time) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/Data-Analytics-Ready-for-Success.png)](https://info.falkonry.com/blog/data-analytics-ready-for-success) ## [Data Analytics: Ready for Success](https://info.falkonry.com/blog/data-analytics-ready-for-success) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 26, 2025 In the last 18 years, the scope and variety of projects I have seen is wide, ranging from pumps and ... [Read more](https://info.falkonry.com/blog/data-analytics-ready-for-success) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/Gordian-knot.png)](https://info.falkonry.com/blog/historical-data-the-gordian-knot-of-machine-learning) ## [Historical Data: The Gordian Knot of Machine Learning](https://info.falkonry.com/blog/historical-data-the-gordian-knot-of-machine-learning) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 26, 2025 The promise of machine learning is simple: Take some operational data, add some ground truth data (l... [Read more](https://info.falkonry.com/blog/historical-data-the-gordian-knot-of-machine-learning) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/known-unknown-quad.png)](https://info.falkonry.com/blog/falkonry-on-intelligence-discovering-new-patterns-in-the-noise) ## [Falkonry on Intelligence – Discovering New Patterns in the Noise](https://info.falkonry.com/blog/falkonry-on-intelligence-discovering-new-patterns-in-the-noise) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 26, 2025 What do industrial ovens and ballistic missiles have in common? [Read more](https://info.falkonry.com/blog/falkonry-on-intelligence-discovering-new-patterns-in-the-noise) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/intelligence-first-path.png)](https://info.falkonry.com/blog/the-intelligence-first-path-to-predictive-operations) ## [The Intelligence-First Path to Smart Operations](https://info.falkonry.com/blog/the-intelligence-first-path-to-predictive-operations) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 26, 2025 Accumulating data, on its own, does not create value: database-first approaches to achieving operati... [Read more](https://info.falkonry.com/blog/the-intelligence-first-path-to-predictive-operations) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/tangledwires.png)](https://info.falkonry.com/blog/data-surprises-in-production-applications-of-operational-ai) ## [Data surprises in production applications of Operational AI](https://info.falkonry.com/blog/data-surprises-in-production-applications-of-operational-ai) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 26, 2025 “Garbage in, garbage out” says that the quality of the output is only as good as the quality of the ... [Read more](https://info.falkonry.com/blog/data-surprises-in-production-applications-of-operational-ai) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/CartBeforeTheHorse.png)](https://info.falkonry.com/blog/database-first-vs-intelligence-first-the-cart-before-the-horse) ## [Database-First vs Intelligence-First: The Cart Before the Horse](https://info.falkonry.com/blog/database-first-vs-intelligence-first-the-cart-before-the-horse) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 26, 2025 As we have deployed Falkonry, we have seen a very common approach to pursuing operational excellence... [Read more](https://info.falkonry.com/blog/database-first-vs-intelligence-first-the-cart-before-the-horse) [![](https://info.falkonry.com/hubfs/Imported_Blog_Media/what-is-a-pattern-and-why-does-it-matter-for-predictive-operations.png)](https://info.falkonry.com/blog/what-is-pattern-why-does-it-matter-for-predictive-operations) ## [What is a pattern and why does it matter for AI-enabled operational excellence?](https://info.falkonry.com/blog/what-is-pattern-why-does-it-matter-for-predictive-operations) [Chris Lee](https://info.falkonry.com/author/chris-lee) June 26, 2025 Pattern \[pa-tərn\]: a reliable sample of traits, acts, tendencies, or other observable characteristic... [Read more](https://info.falkonry.com/blog/what-is-pattern-why-does-it-matter-for-predictive-operations) ### Subscribe Here! ## Explore and understand time series data with AI and streaming analytics Deal with skills and expert shortages, complex IT technologies and their risks, and support mission-critical operations Learn more Copyright © 2026, Falkonry Inc.