Construction Technology Podcast

Clifton Harness of TestFit joins Luigi La Corte, Mike Powers, and Andrew Zukoski for a deep dive on the Model Context Protocol (MCP). Andrew lays out the vocabulary of MCP servers, clients, harnesses, models, skills, and tools, and the group debates when MCP beats direct API access, from latency for high-volume calculation engines to permission scoping and IT governance. Clifton shares that TestFit's internal usage grew roughly 30x after it released its MCP server in August, and the hosts argue over whether agents and natural-language interfaces will make PMIS user interfaces like Procore's less necessary. The conversation closes on structured construction documents, "AEC compilers," performance-based specs with dependency graphs, and whether AI could ever design a perfect building.

Josh Whisenant of Roger joins Luigi La Corte, Mike Powers, and Andrew Zukoski the day after Procore's Groundbreak conference in Orlando. The group recaps Procore's AI announcements, including the Magpie model and agent "starter packs," debates whether agents are really different from skills, and discusses why contractors should keep benefiting from foundation models that get better and cheaper every few weeks. Josh walks through Roger's relaunch as a services provider that carries general contractors to operational outcomes, covering buyout and scope writing, submittal review, and a billing approach where Roger doesn't send an invoice if the work isn't a fit and puts its fee at risk for scope gaps. The hosts compare who actually owns scoping and buyout at GCs (precon, procurement, or project management), and Josh shares his thesis that AI can industrialize the contractor and change, rather than eliminate, operations roles. He closes with where Roger fits best: complex, fast-moving vertical projects and high-volume submittal work such as data centers.

Luigi La Corte, Mike Powers, and Andrew Zukoski dig into how far general-purpose AI models can go on construction work now that frontier labs are buying expert-labeled, proprietary data, and where project data, harnesses, and purpose-built UI still matter. They compare AI adoption across mid-market GCs, mechanical reps, and manufacturers, from enterprise ChatGPT and Claude licenses to shared skills, MCP connectors, and the low-hanging fruit in everyday document workflows, plus whether bid management goes "headless" inside the inbox. Mike breaks down LG's long-term agreement with mechanical rep group Air Controlled Concepts, which backs a new 350,000-square-foot US chiller factory and more than five gigawatts of capacity, and why aggregated rep demand helps manufacturers commit to building capacity. The episode closes with a walkthrough of a closed-loop data center cooling design using dry coolers and chillers, and what it means for the debate over data center water use.

Carl from Ramp joins Luigi La Corte, Mike Powers, and Andrew Zukoski to unpack how a horizontal financial operating system is being pulled deeper into construction. Ramp covers corporate cards and expense management, purchasing and accounts payable, treasury with JPMorgan, and a newly announced accounts receivable product—serving more than 80,000 businesses including over 15,000 construction and construction-adjacent customers. The conversation covers why construction needs a distinct experience (GC–sub coordination, retainage, change orders, lean waivers, AIA billing), Ramp Plus automation versus point-solution sprawl, project-centric job costing and dynamic PM expense approvals, the ServiceTitan embedded partnership, and how AI plus payment infrastructure could close the loop between GCs and subs on cash flow.

Wissam Akra, founder and CEO of Tough Leaf, joins Luigi La Corte, Andrew Zukoski, and Victor Muchiri (sitting in for Mike Powers) to unpack how general contractors actually find certified subcontractors and prove compliance. Tough Leaf aggregates verified certifications from federal, state, and local agencies alongside qualification data on hundreds of thousands of subs, then plugs into BuildingConnected and Procore preconstruction so primes can match RFPs without rebuilding their workflow. The conversation covers why pre-vetting is different from full prequalification, how AI agents now handle enrichment and matching while phone verification stays human, during-construction compliance tracking, and why a dedicated compliance data layer still beats rebuilding the same dataset inside every procurement tool.