Reality Capture and AI are everywhere right now, but most of the conversation is theoretical, aspirational, or coming from people selling something that might not even exist. This presentation approaches from a different angle: a tech-forward General Contractor that's been quietly building and deploying Reality Capture workflows and AI across our operations, development, preconstruction, and construction technology departments. We'll share what we've built: the equipment, workflows, the agents, the experiments that worked and the ones that didn't, and what it takes to operationalize and deploy this work inside the business. We'll cover how we approach finding new tools and use cases inside an active construction business, and what changes when AI meets the messy realities of construction data. We'll share where we think the real opportunities are in the next 12 months - for GCs, vendors, and for the broader Reality Capture community.