From the Field
Notes, podcasts, and essays on how commercial construction buys equipment. From BuildVision and the operators we work with.
One pick per lane. Newest posts are in the feed below.
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BV Blog
Analysis and how-tos from the BuildVision team. Procurement guides live at buildvision.io/guides.
Why Reps Lose Bids They Should Have Won
The structural reasons manufacturer reps lose bids where they were specified. Missed BODs, late quotes, and patterns nobody tracks.
BenchmarkWe Publish Our Accuracy Numbers. Here's Why.
Why measurement matters for construction AI — and how BuildVision evaluates extraction quality with customers during pilots.
DataWhat 100,000 Procurement Workflows Taught Us About Construction Documents
The hardest document types, where accuracy breaks down, and the patterns that emerge across thousands of commercial projects.
Equipment SalesHow Manufacturer Reps Actually Triage Bids (And Where It Breaks)
The daily bid desk routine from inbox to quote. What takes 2.5 hours, where the errors happen, and what changes when the reading is automated.
ProcurementThe Real Cost of Manual Equipment Procurement on a $50M Project
Hours, errors, rework, and missed savings. The math on what manual procurement costs and where the money actually goes.
ProcurementThe Fee Trap: Why Most GCs Are One Cycle Away From a Profitability Crisis
GC fees have compressed from 5–8% to 1–3% on competitive bids. When equipment decisions eat your entire margin, procurement becomes a survival question.
ProcurementThe MEP Procurement Opportunity
Turner can bid 0% fee and still be more profitable than you at 2%. The math on ancillary services reshaping GC economics.
IndustryNo Front Door in Construction
Why construction has no single entry point — and what that means for building the next platform.
IndustryRise of the Super Subs
The construction industry is entering a structural shift that many firms have not fully priced in.
IndustryThe Sequential Path: From Margin to Revenue
Why margin compression and revenue expansion aren't competing strategies — they're stacked stages of the same transformation.
The Next Build
No Front Door
Why construction has no single entry point. And what that means for building the next platform.
The Scoreboard Is Lying
The exponential patience problem. Why the middlegame looks like losing. Until it doesn't.
Construction's Cold War
What the Soviet Union and the United States reveal about the choice construction is making right now.
The Fee Trap
Why most GCs are one cycle away from a profitability crisis.
The MEP Procurement Opportunity
Turner can bid 0% fee and still be more profitable than you at 2%. Here's the math on how ancillary services are reshaping GC economics.
The Floor or The Ceiling
The cost of avoiding outcome alignment.
Construction's Phase Shift
The practices that built scale now amplify risk in a world where uncertainty is expensive.
The Sequential Path
Why margin compression and revenue expansion aren't competing strategies. They're stacked stages of the same transformation.
Rise of the Super Subs
The construction industry is entering a structural shift that many folks have not fully priced in.
How Contractors Can Re-Underwrite Themselves
Contractors should stress test everything about their companies.
ConTechPod
Guido Maciocci — AEC Foundry, Benchmarking & Outcome-Based Pricing
Foundational models, benchmarking, and what AI adoption looks like for small, medium, and large AEC firms — plus the path to outcome-based pricing.
EP 07Ontologies in Construction, Custom vs. Off-the-Shelf & Tying Tech to Revenue
What ontologies actually are and why they matter for construction AI. When to build custom vs. buy off-the-shelf, and why pre-con should be treated as a revenue team.
EP 06Multi-Year Deals, CSI Standards & Who Owns Your Construction Data
Multi-year contracts when AI changes every quarter. CSI monetizing standards while the industry moves on. And when your data lives in someone else's model. Who really owns it?
EP 05Claude's "Moment" in Construction, The CM Role & Undifferentiated GCs
Claude is showing up on real projects. What that means for workflows, the changing CM role, and what's left for GCs with no edge.
EP 04Data Centers Cool Off, Robots on Site & Field Tech
The data center pipeline is stalling. Everyone's demo-ing robots but nobody's buying at scale. Where AI is actually making a dent on real projects.
EP 03Palantir Enters Construction, Jobs & Data Ownership
Palantir wants to be construction's operating system. AI is coming for field and office roles. And if your data lives behind someone else's API, do you really own it?
EP 02Autodesk Rebrand, Super Subs & GC Services
ACC becomes Forma. Limbach is eating GCs' lunch. Should general contractors become service companies, or is that how you lose owner trust?
EP 01Agents, Contract Review & Data Centers
Platform agents vs. specialist swarms. Contract review got commoditized overnight. And $62B in data center starts. Opportunity or trap?
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