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Professor Jerry Kane has spent more than a decade studying digital transformation and how organizations adapt to new technology. In this episode, we explore what AI transformation actually looks like inside an organization - and why Jerry believes the technology itself may be the easy part.
We discuss:
• Why AI transformation is fundamentally a people, workflow, and organizational challenge
• Why waiting for AI technology to stabilize could leave companies too far behind
• What Jerry is learning from teaching students to build and work with AI
• Why widespread AI adoption doesn't necessarily translate into meaningful business impact
• The difference between automating existing work and actually transforming how work gets done
• Why AI workflows are “grown,” not simply built
• Why the people who understand a company's workflows may be better positioned to drive AI transformation than outside technologists
• Jerry's concept of the “backward-deployed engineer”
• Why he is skeptical of the traditional forward-deployed engineering model for many companies
• What becomes valuable when the cost of building software continues to fall
• Why experimentation and organizational adaptability may become durable competitive advantages
• How AI is changing education and the skills students need to develop
• Why the organizations that win may not be the ones that pick the right AI tools, but the ones that become best at continuously adapting as the technology changes
BuiltForward
Exploring the future of construction and what it takes to build great construction businesses.
Hosted by Jason Jacobs.
More at https://builtforward.ai — or follow the weekly newsletter on LinkedIn: https://www.linkedin.com/newsletters/builtforward-7299979495069929472/
Matt Pincus is Owner of Pincus Elevator, a family-owned elevator contractor founded by his father in 1953.
In this episode, Matt takes us inside the day-to-day realities of running a specialty contracting business. His biggest constraint is skilled labor: elevator mechanics take years to develop, experienced people are difficult to hire, and simply adding headcount isn't an easy answer.
That makes productivity increasingly important. Matt describes the goal in concrete terms: if a job takes 200 labor hours today, how do you get it done in 150 with the same people, without sacrificing quality or safety?
We also discuss what happens when customers who once paid in 30–60 days start stretching toward 90–120, why Pincus brought in a fractional CFO, and how quickly that changed decisions around collections, forecasting, and hiring.
And we get into technology and AI: where Matt sees opportunities to improve the business, why contractors can know exactly where their inefficiencies are and still struggle to fix them, and what it would take for new technology to actually change how the work gets done.
Topics include:
The skilled labor constraint in the elevator industry
Why developing an elevator mechanic takes years
Productivity when you can't simply hire more people
The 200-hours-to-150-hours challenge
Cash flow and lengthening payment cycles
Bringing in a fractional CFO
Knowing your operational problems vs. actually fixing them
Technology adoption inside a specialty contractor
Where AI and automation could realistically help
Running a multi-generational family business
BuiltForward
Exploring the future of construction and what it takes to build great construction businesses.
Hosted by Jason Jacobs.
More at https://builtforward.ai — or follow the weekly newsletter on LinkedIn: https://www.linkedin.com/newsletters/builtforward-7299979495069929472/
BuiltForward host Jason Jacobs interviews Furman Haynes, co-founder and CEO of WorkHero, an “AI back office” for the smallest HVAC contractors - often one- to three-truck shops.
WorkHero takes 10–20 hours per week of admin like invoicing, permits, heat pump rebates, and other paperwork off contractors’ plates, using software plus expert office managers working inside the tools they already use, including ServiceTitan, Jobber, Housecall Pro, QuickBooks, and email.
Haynes shares his path from apprenticeship programs and trade immersion to identifying “admin inflation” as a key bottleneck to quality work and heat pump deployment, and explains why WorkHero started with people before automating workflows.
They discuss fragmented contractor data, trust and privacy, why WorkHero goes wide rather than solving a single workflow, job costing and price books, human-in-the-loop AI, the limits of automating broken processes, and what comes next—including better AI “computer use,” diagnostics innovation, and potential expansion into plumbing and electrical.
00:00 Show Intro and Guest
BuiltForward
Exploring the future of construction and what it takes to build great construction businesses.
Hosted by Jason Jacobs.
More at https://builtforward.ai — or follow the weekly newsletter on LinkedIn: https://www.linkedin.com/newsletters/builtforward-7299979495069929472/
The innovation team is not the buyer.
The project is.
Kevin Halter has spent about 15 years figuring out how technology actually gets bought and adopted in construction. He led sales at PlanGrid as the company grew from roughly $5 million to $120 million in revenue before Autodesk acquired it for about $875 million, then spent six years helping combine those acquisitions into what became Autodesk Construction Cloud.
In this episode, Kevin explains why construction software companies so often sell to the wrong people. The innovation team may run the pilot, but it usually has “no budget, no authority to buy.” The real money sits closer to the project — with the people whose P&L, schedule, and bonus depend on getting the job done.
Kevin also tells the story of diligencing the drone market for Emergence Capital before its Series A investment in DroneDeploy. At the time, heavily funded Airware looked formidable. Years later, Airware was gone and DroneDeploy had taken over its office lease. We recorded this conversation the day after Procore announced its acquisition of DroneDeploy.
We get into:
• Why PlanGrid sent people into the field in hard hats and steel-toed boots instead of trying to understand construction over Zoom
We also go back to Kevin's path into construction: from engineering at Tufts and healthcare sales at Pfizer to founding an equipment-rental marketplace in 2012, joining PlanGrid, and ultimately spending his career helping construction technology companies figure out how to reach the people doing the work.
00:00 Show kickoff
BuiltForward
Exploring the future of construction and what it takes to build great construction businesses.
Hosted by Jason Jacobs.
More at https://builtforward.ai — or follow the weekly newsletter on LinkedIn: https://www.linkedin.com/newsletters/builtforward-7299979495069929472/
Construction has more bankruptcies than any other sector. Almost none of them are about bad building.
Guy Saxelby is the co-founder and CEO of Earlytrade, a marketplace that lets subcontractors get paid early on invoices that have already been approved. The sub names a discount, the general contractor pays out of its own idle cash and earns a return on money that was sitting in a money market fund, and no lender sits in the middle. He started the company in Sydney in 2018 after late payments in one of his own businesses cost him employees, went all in on construction in 2023, and moved his family to Denver to build the US business.
The arithmetic underneath it is the part that stayed with me. A subcontractor pays their crew every seven to fourteen days. They buy materials sixty days before the project starts. They do the work. Then they wait sixty to ninety days for the invoice. Who's funding that?
We get into:
Links: Earlytrade - https://earlytrade.com | Guy Saxelby on LinkedIn - https://www.linkedin.com/in/guy-saxelby/
00:00 Show kickoff
00:24 Meet Guy Saxelby
03:19 What Earlytrade is, and how it started in Sydney
04:53 How COVID pulled the company into construction
06:02 Why Denver
08:01 Australia versus the US on payment terms
10:43 Construction supply chains are starving
11:16 Risk falls down the hill
12:15 Pay when paid
13:36 How the marketplace actually works
14:56 Dynamic discounting versus a fixed rate
16:42 Selling to the GC, serving the sub
17:13 The pitch to a general contractor
18:21 Is it only for desperate subs?
19:26 The sub's cash cycle
21:01 Why good GCs say no to work
21:53 The ideal customer profile
26:00 Sitting on top of the ERP
27:41 Objections and misconceptions
30:26 Why the ERPs haven't copied it
34:50 "Who are you? You're a foreigner"
38:18 Change the system or design around it
39:44 Fifty-one sets of rules and a fool's errand
44:33 Private equity in construction 4
6:59 The $10M wall and venture in contech
50:54 AI at EarlyTrade
55:04 Ten years out
58:11 The ten-year vision for Earlytrade
59:57 Who Guy wants to hear from
1:00:47 Scared money don't make money
BuiltForward
Exploring the future of construction and what it takes to build great construction businesses.
Hosted by Jason Jacobs.
More at https://builtforward.ai — or follow the weekly newsletter on LinkedIn: https://www.linkedin.com/newsletters/builtforward-7299979495069929472/
Ed Smith ran Wayfair's Canada business to nearly a billion dollars in revenue. Then he spent a year installing heat pumps - and learned firsthand why there's no such thing as a nationwide home-retrofit contractor: the equipment is not the system. The system is what a good contractor custom-manufactures on site, home by home.
Ed is co-founder and co-CEO of Amply Energy, a software company helping residential HVAC contractors size, design, and sell heat pump systems - built on "Goldilocks" sizing and LiDAR-based home scanning and digital twins, replacing the outdated design tools (and finger-in-the-air rules of thumb) the incumbents left behind. He and co-founder Erik Fitz started Amply as a whole-home electrification contractor before pivoting to the software they'd built for themselves.
We get into:
Links: Amply Energy - https://amply.energy | The Heat Pump Podcast - https://podcasts.apple.com/us/podcast/the-heat-pump-podcast/id1747806243 | National Comfort Institute - https://www.nationalcomfortinstitute.com/
BuiltForward explores where construction is heading over the next decade — and how AI and other emerging technologies will and won't transform the industry. If this was useful, share it with someone building in the industry and follow the show so you don't miss what's next.
00:00 Show kickoff
BuiltForward
Exploring the future of construction and what it takes to build great construction businesses.
Hosted by Jason Jacobs.
More at https://builtforward.ai — or follow the weekly newsletter on LinkedIn: https://www.linkedin.com/newsletters/builtforward-7299979495069929472/
BuiltForward explores how AI, technology, and leadership are reshaping construction—and the broader physical economy. Host Jason Jacobs, an entrepreneur and investor, learns in public through conversations with the operators, founders, and leaders driving that transformation. Together they dig into how these organizations continuously adapt as technology evolves, what is actually working on the ground, and where the biggest opportunities are emerging.
New episodes weekly. Subscribe and come along for the journey!
BuiltForward
Exploring the future of construction and what it takes to build great construction businesses.
Hosted by Jason Jacobs.
More at https://builtforward.ai — or follow the weekly newsletter on LinkedIn: https://www.linkedin.com/newsletters/builtforward-7299979495069929472/
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