40-Year Stanford Professor 80/20 Advice on Construction AI

Nemetschek just dropped $2.4B on a software company nobody's heard of. This week on Bricks, Bucks & Bytes, Owen, Patric and Martin dug into the biggest AEC deal of the year, plus two robotics founders changing how we build. Tune in to find out about: ✅ Why HCSS is the smartest AEC acquisition of 2026✅ Why Kawazu ditched construction for oil and gas✅ Mesh Robotics on solving rebar, the ugliest problem in construction✅ Martin Fisher's rule: 80% data, 20% AI #aec #construction #constructiontech #bricksbucksandbytes #bricksandbytes #ai #vcOur Sponsors:BreadCrumb- 50,000+ projects globally. All running safer, faster, with Breadcrumb. - breadcrumb.coAphex is the multiplayer planning platform where construction teams plan together, stay aligned, and deliver projects faster – check out aphex.coArchdesk - “The #1 Construction Management Software for Growing Companies - Manage your projects from Tender to Handover” check archdesk.comChapters00:00 Intro00:56 Celebrating Milestones and Future Aspirations03:25 Insights from the Martin Fisher Event06:33 The HCSS Acquisition by Nemetschek12:09 Strategic Implications of Acquisitions in Construction Tech30:04 The Genius of Brad Jacobs30:40 Meditation and Success31:49 Exploring AI Tools and Credits35:44 The Future of Urban Mobility: Glideways45:01 Innovations in Nuclear Power50:14 Understanding Labor and Scaffold Costs52:36 The Evolution of Robotics in Construction54:29 Data-Driven Insights in Material Flow56:44 The Role of Transparency in Construction57:58 Scaling Robotics Solutions in Construction1:01:09 The Intersection of Robotics and Rebar1:05:31 Bridging the Gap from Lab to Market1:11:46 The Future of Assembly in Robotics

Most of you are spending the wrong 80% of your AI budget right now. And the man who said it has been at Stanford for 40 years.This week: we unpack Professor Martin Fischer's uncomfortable 80/20 reallocation and why building digital feedback loops has to come before the AI layer. We sit down with Suffolk Construction's CTO Jit Kee Chin and Speckle founder Dimitri Stefanescu on what happens when the most data-mature general contractor in the US decides the next bet isn't another point solution. We break down why Andreessen Horowitz — the firm behind Facebook, Airbnb and GitHub — has just publicly planted a flag in construction. And we cover our third Fight Night, where TestFit's Clifton Harness and Join's Andrew Zukoski disagree on whether AI compresses or fragments the industry.Three things you can action this week. No fluff.Links and resources mentioned in this episode:Martin Fischer & Bricks & Bytes - COMING SOONSuffolk Technologies' investment in Speckle - https://www.youtube.com/watch?v=HcPDoOwU_pk&t=78sAndreessen Horowitz's public construction thesis - https://www.youtube.com/watch?v=xzaqa52ccng&tBricks & Bytes Fight Night 3 — Clifton Harness vs Andrew Zukoski (full episode) - COMING SOON Bricks & Bytes Fight Night — Mike vs Luigi on AI estimating - https://www.youtube.com/watch?v=j9eVyABO2AQBricks & Bytes Fight Night — KP vs Dustin on the future of construction software - https://www.youtube.com/watch?v=If0jJnX7tZYTilbury Douglas becomes first UK contractor to deploy a humanoid on site - https://www.tilburydouglas.co.uk/tilbury-douglas-becomes-first-contractor-to-launch-a-humanoid-robot-on-construction-site/Breadcrumb — digital safety, orientations and permits synced into Procore - https://breadcrumb.coOur newsletter — Beehiiv subscription page - https://bricks-bytes.beehiiv.com/LinkedIn post for this episode (for comments/engagement) (coming shortly) - [URL]

"Architects might start feeling useless."That's Dimitrie Stefanescu, founder of Speckle, on this week's Bricks & Bytes — on why GCs moving upstream into design is triggering an existential crisis across AEC.Joined by Jit Kee Chin, CTO of Suffolk Construction and co-founder of Suffolk Technologies, who just led Suffolk's investment into Speckle.Tune in to find out about:✅ Why 3D data is the missing infrastructure layer for AI in construction✅ The real reason design-build is eating traditional architecture✅ The most insane thing a customer has built on top of Speckle (yes, you'll want to hear this one)✅ What actually triggered a $B GC to bet on an open-source startupWatch now on YouTube and Spotify!#aec #construction #constructiontech #bricksandbytes #bricksbytes #ai #vc

Every building you've ever been in was designed by software built in 1997.That's the headline a16z used to put the bat signal out to AEC founders — and Joe Schmidt got dragged for it on LinkedIn.But he's not a tourist. His grandfather invented the concrete pump.In today's episode of Bricks & Bytes, we had Joe Schmidt from Andreessen Horowitz and got into the three attack vectors for disrupting Revit, why the services layer is the hidden prize… and many more!Tune in to find out about:✅ The 3 ways startups are attacking Autodesk's "workflow monopoly" — and which one Joe would bet on today✅ Why replacing Revit in 5 years is unlikely (and why you don't need to)✅ The real "why now" for AEC AI — it's not just LLMs✅ Joe's advice to contractors and designers: adopt fast or get left behind🎧 Full episode out on Spotify and YouTube!Chapters00:00 Intro01:20 Introduction to A16Z and Joe Schmidt's Background05:00 Understanding A16Z's Investment Philosophy09:29 The Construction Industry's Potential and A16Z's Interest15:57 Thesis Overview: Innovation in Construction Tech20:21 The Role of AI in Transforming Construction25:45 Challenges and Opportunities in Construction Tech Adoption25:52 The Evolution of Design and Budgeting in Construction31:34 Incentives and Rework: A Double-Edged Sword37:38 AI's Role in Enhancing Design Efficiency42:12 The Human Element in AI-Driven Design47:51 Navigating the Future of Construction Technology#aec #bricksandbytes #bricksbytes #construction #bricksbucksandbytes #constructiontech #vc #revit #autodesk #a16z📩 Subscribe to the Bricks & Bytes Newsletter: https://bricks-bytes.beehiiv.com/🌐 Visit our website: http://bricks-bytes.com/📲 Follow us: LinkedIn: https://www.linkedin.com/company/bricks-bytes/ Twitter: https://x.com/bricksbytespod Instagram: https://www.instagram.com/bricksbytes/Our Sponsors:BreadCrumb- 50,000+ projects globally. All running safer, faster, with Breadcrumb. - breadcrumb.coAphex is the multiplayer planning platform where construction teams plan together, stay aligned, and deliver projects faster – check out aphex.coArchdesk - “The #1 Construction Management Software for Growing Companies - Manage your projects from Tender to Handover” check archdesk.com

Allbirds just pivoted to AI and the stock jumped from $2 to $21 overnight.This week on Bricks, Bucks & Bytes, Mo (founder of Build Crew, backed by Vinod Khosla) joined us to break down what's actually happening in construction tech right now — and Nitin from Planera dropped in to launch their AI scheduling assistant, Manny.Tune in to find out about:✅ Why Allbirds' AI pivot looks like a 1999-style dotcom scam✅ Mo's unfiltered take on why knowledge graphs are the most overhyped term in AEC right now✅ Why Palantir's real construction customer isn't who you think it is✅ How Planera's Manny is codifying decades of scheduling expertise before the industry loses itWatch now on Spotify and YouTube. Link in the comments!#aec #construction #constructiontech #bricksandbytes #bricksbytes #bricksbucksandbytes #ai #vcOur Sponsors:BreadCrumb- 50,000+ projects globally. All running safer, faster, with Breadcrumb. - breadcrumb.coAphex is the multiplayer planning platform where construction teams plan together, stay aligned, and deliver projects faster – check out aphex.coArchdesk - “The #1 Construction Management Software for Growing Companies - Manage your projects from Tender to Handover” check archdesk.comChapters00:00 Intro01:00 Introduction to Mo's Transformation03:57 The Allbirds Pivot: From Sneakers to AI07:00 Technological Breakthroughs in Architectural Design09:50 AI in Construction: The Role of Domain Expertise12:51 BuildCrew: Mo's New Venture and Its Vision15:35 Knowledge Graphs: The Future of Construction Documentation25:11 Integrating Knowledge Graphs in Construction27:39 The Role of Technologists in Construction29:18 Palantir's Impact on Construction Technology31:09 The Future of ERP Systems34:45 Challenging Industry Norms with Optimism38:25 Nemechek's Acquisition of HCSS42:39 Planera's AI Scheduling Assistant53:27 Current Trends in Construction and AI

The business you build around it is. The AI you buy isn't the advantageThe man who built Facebook's computer vision team says reading a construction drawing is harder than what he was doing at Facebook. That line reframes the whole AI conversation in construction and it's just one of the threads in this week's briefing.In this episode:The procurement story we've been building. A number of the research findings that will make commercial construction executives uncomfortable in a productive way. Full report drops 24th April - sign up here.Shadow AI is your governance crisis. A senior leader at a major US general contractor describes his single biggest fear around AI... and it's not the technology. It's Bob in pre-con. Plus Maryrose Lyons on why your company data is walking out the door via your staff's phones, and nobody's written a policy about it.Data-readiness is the ten-year moat. Three different AI founders, three different domains — procurement, scheduling, drawings — all saying the same thing. The value doesn't sit in the AI. It sits in the connected data around it. Why the firms pulling ahead aren't buying better AI. They're preparing better businesses for it.The divergence moment. Opus 4.7 was released this week. But there's a model sitting next to it on the benchmark chart called Mythos, and it's significantly more capable than anything on the market. It's not available to you. It's not available to me. And it's the live, in-the-wild evidence that the AI world just split into two tiers. Why this matters for any construction business thinking about the next three years.If this briefing was useful, share it with someone in your leadership team who needs to hear it. Drop your take in the LinkedIn comments — I read every one.This week's sources include:Lubo Bourdev & Hamid, PrimePoint - https://www.youtube.com/watch?v=UDdK18qzQwgMaryrose Lyons, AI Institute - https://www.youtube.com/watch?v=Ev6oPUWYgzANitin Bhandari, Planera - https://www.youtube.com/watch?v=TTnsWQLN4aQBricks & Bytes procurement research report (drops 24 April). https://bricks-bytes.com/downloads/procurement-report/

PrimePoint just raised $10M to solve the one problem AI still can't crack in construction: drawings.Lubomir Bourdev built the first computer vision system at Facebook. Sold a neural net startup to Apple. Hamid was employee five at Trello. Now they're betting that drawings are the key to unlocking AI's full potential in construction.Tune in to find out about:✅ Why LLMs fundamentally can't handle technical drawings — it's an architecture issue, not a capability gap✅ How PrimePoint's Knowledge Graph connects drawings, specs, RFIs, submittals, and schedules✅ How AI does the first pass on constructability reviews, RFIs, and submittals — and why humans still make the call✅ Why early users are actually spending more time understanding their projects, not lessWatch the exclusive episode on Bricks & Bytes YouTube Channel now. Link in the comments below. #aec #construction #constructiontech #bricksandbytes #bricksbytes #ai #vcOur Sponsors:BreadCrumb- 50,000+ projects globally. All running safer, faster, with Breadcrumb. - breadcrumb.coAphex is the multiplayer planning platform where construction teams plan together, stay aligned, and deliver projects faster – check out aphex.coArchdesk - “The #1 Construction Management Software for Growing Companies - Manage your projects from Tender to Handover” check archdesk.com

"If you're a small firm saying you're too busy to think about AI — that's career suicide."Maryrose Lyons trains mid-sized architecture, engineering and construction firms across the UK and Ireland on AI — and she's seen exactly what separates the ones making progress from the ones going nowhere.Tune in to find out about:✅ Why firms between 50 and 500 staff are outpacing the big players — and what mid-market consultants can steal from their playbook✅ Why your staff are probably using free AI tools on their personal phones right now — and what that means for your client data✅ Why hiring AI champions almost always backfires — and what actually drives real change inside a consultancy✅ The data problem that will quietly kill your AI ambitions in 2026 before they even start🎙️ Watch the full episode on Bricks & Bytes Youtube Channel#aec #construction #constructiontech #bricksandbytes #bricksbytes #aiOur Sponsors:BreadCrumb- 50,000+ projects globally. All running safer, faster, with Breadcrumb. - breadcrumb.coAphex is the multiplayer planning platform where construction teams plan together, stay aligned, and deliver projects faster – check out aphex.coArchdesk -  “The #1 Construction Management Software for Growing Companies - Manage your projects from Tender to Handover” check archdesk.comChapters00:00 Intro01:45 Introduction to AI in AEC Sector03:39 Current State of AI in Mid-Sized Firms06:15 The Challenge of Shadow AI07:23 AI Literacy and Training in Organizations08:38 Engagement with AI Tools11:37 Practical Steps for AI Adoption13:31 Connecting AI with Existing Tools16:26 The Evolution of AI: From Chatbots to Advanced Tools18:52 Streamlining Workflows: The Impact of AI on Productivity22:14 Navigating AI Implementation: Challenges and Strategies28:29 The Role of Champions in AI Adoption31:09 Emerging Trends: The Future of AI in Business

92% of construction projects overrun their budget. And the data now says the main reasons are inside your organisation, not outside it.This week: we tease findings from our upcoming supply chain report (the numbers will make you uncomfortable). We get an economy update from ABC's chief economist. We break down how one insurance company is cutting premiums for contractors who use construction technology, with 40-50% differences in claims data to back it up. And we unpack workforce benchmarks from 233 companies and 114,000 people that reveal what the top ENR firms are doing differently.Three things you can action this week. No fluff.Links and resources mentioned in this episode:Sign-up link for the Bricks & Bytes Supply Chain & Procurement Report (dropping 24th April) - https://bricks-bytes.com/downloads/procurement-report/Revizto "Bridging the Gap" 2026 Digital Design & Construction Report - https://revizto.com/resources/reports/bridging-the-gap-2026ENR article: "Data Centers, AI Drives Industry Momentum in First Quarter" (Anirban Basu Q1 forecast) - https://www.enr.com/articles/62803-data-centers-ai-drives-industry-momentum-in-first-quarterBridgit 2026 Construction Workforce Benchmark Report - https://gobridgit.com/press/constructions-labor-shortage-is-hiding-a-deeper-problem-new-bridgit-data-from-114000-workers-shows-what-it-is/Shepherd Insurance (shepherdinsurance.com) and Justin Levine's article "The Case for Autonomous Underwriting" - https://www.shepherdinsurance.com/blog/the-case-for-autonomous-underwritingOur newsletter — link to new Beehiiv subscription page - https://bricks-bytes.beehiiv.com/LinkedIn post for this episode (for comments/engagement) (coming shortly) - https://www.linkedin.com/pulse/insurance-company-pay-you-use-procore-heres-how-can-benefit-drury-szv9e?lipi=urn%3Ali%3Apage%3Ad_flagship3_series_entity%3BS1rWDPyISRqB5K4ooAtnzQ%3D%3D

"AI told them the idea was great. They built the whole thing. It was wrong."In this episode of Bricks, Bucks & Bytes, Owen, Martin and Dustin unpack why AI models are built to agree with you — and why that's genuinely dangerous in construction. They also tear apart the claim that 96% of projects overrun on budget (spoiler: it's not a design problem), then sit down with Justin Levine, CEO of Shepherd Insurance, fresh off a $42M Series B, to talk about what it actually looks like to automate commercial insurance from the ground up.Watch now to uncover:AI sycophancy, MIT's "delusional spiraling" research, and the real-world construction risksWhy budget overrun stats might be measuring the wrong thingShepherd's vision for fully autonomous underwriting — and how they're already running at 5x industry capacityThe plan to price a commercial insurance submission in real time, during a live broker meeting"By the time that meeting ends, we want that account to be fully priced and ready to go." — Justin Levine, CEO, Shepherd InsuranceWatch the full episode on Bricks, Bucks and Bytes YouTube Channel. Link in the comments. #aec #construction #constructiontech #bricksbucksandbytes #bricksbytes #ai #insurance #vcChapters00:00 Intro01:00 Delusions Spiraling: The Impact of AI on Perception 24:42 Budget Overruns in the AEC Industry: A Deep Dive 29:53 The Role of Technology in Construction: Enhancing or Hindering? 30:09 Understanding Budget Overruns in Construction 32:51 The Role of A16Z in Construction Tech 36:09 Shepherd's $42 Million Series B Funding 42:02 Autonomous Underwriting: A New Era in Insurance 49:26 The Future of Brokers in Construction Insurance 53:13 Self-Insurance and Risk Management in Construction 01:01:25 The Benefits of Autonomous Underwriting for Clients