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Author: Keith La Rose

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LEED v4.1 O+M: Why Your Score Moves Even When Your Building Doesn’t

I wrote about LEED v5 O+M’s move away from the Arc Performance Score recently, and the piece before that covered v4.1 BD+C. This one closes the series out with the version most existing buildings pursuing LEED right now are actually still…

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LEED v4.1 BD+C: The Scoring Landscape and Why It’s Still a Live Choice in 2026

I wrote recently about what changed in LEED v5 BD+C, and the question underneath that piece keeps coming up in real conversations: if v5 exists, why would a project team still register under v4.1? The honest answer is that plenty of…

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LEED v5 O+M Explained: What Changes Now That the Arc Performance Score Is Gone

If you’ve managed a LEED v4.1 O+M recertification, you know the feeling: your building runs the same way it did last quarter, but the Arc-calculated score moved anyway, and nobody on your team can fully explain why. That specific frustration, a…

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You Don’t Need an AI Model for Predictive Maintenance. You Need the Right Standard, Applied to Real Data.

Every predictive maintenance pitch sounds the same right now. Feed a model your equipment data, let it learn, watch it forecast failures before they happen. It’s a good pitch. It’s also not the only way to do this, and for a…

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The Hidden Costs of Smart Building Software: A Buyer’s Guide to Real Total Cost of Ownership

I’ve sat across the table for enough vendor negotiations to know the pitch by heart. Three-year payback. Clean energy savings numbers. A slide that makes the decision look obvious. What’s almost never on that slide: the invoice that shows up in…

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LEED v5 BD+C Explained: What Changed and How to Meet the New Platinum Gate

Every LEED project team I’ve talked to this year has asked some version of the same question: register under v4.1 or move to v5? There’s no universally right answer to that, it depends on where the project is in its timeline…

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The End of the ROI Mirage: A Blueprint for Value-Driven Procurement

The End of the ROI Mirage: A Blueprint for Value-Driven Procurement For decades, the process of buying and selling technology in the commercial real estate industry has been built on a fundamental flaw. It’s a flaw that creates the “ROI Mirage,”…

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Augmentation vs. Automation: A Better AI Strategy for Facility Management

Beyond Automation: How to Use Technology to Augment Your Team’s Expertise The conversation around AI in the smart building industry is broken. It is dominated by a Silicon Valley narrative of “automation” and “disruption,” centered on a flawed premise: that the…

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Big Data vs. Right Data: The Foundation of Building Analytics

Data Janitors vs. Data Scientists: The Unsexy Work of Building a Solid Data Foundation The smart building industry is obsessed with the promise of Artificial Intelligence. We’re sold a future where sophisticated data scientists and powerful machine learning algorithms will unlock…

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The Problem-First Mandate: Fixing Your Smart Building Strategy

The Problem-First Mandate: Why Your Smart Building Strategy is Backwards The smart building industry has a fundamental addiction: solutionism. We are obsessed with new technologies—the latest AI platform, the slickest dashboard, the most advanced sensor—before we have a clear-eyed understanding of…

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