Practical Nerds

About This Episode

In this thought-provoking episode, Patric Hellermann and Shub Bhattacharya engage in an unscripted discussion about the existential threats AI poses to the construction technology ecosystem and their venture capital business. The hosts explore how different levels of artificial intelligence might impact their portfolio companies and challenge fundamental business models in architecture, engineering, and construction.

In This Episode

Construction fundamentally involves moving and stacking atoms, which limits how AI can disrupt the physical aspects of the industry while still impacting information flows and decision-making.

Intermediaries in construction supply chains whose value is based on managing relationships and complexity may see their roles diminished as AI improves orchestration and automation.

The hosts challenge the Silicon Valley narrative that AI agents will replace SaaS companies, noting that established software platforms are incorporating AI rather than being displaced by it.

Early-stage venture capital's reliance on intuition, founder assessment, and non-consensus thinking provides some defense against AI disruption, unlike growth-stage investing which could be more easily automated.

Timestamps

(00:00) - Introduction

(01:23) - Discussing AI's impact on portfolio companies across construction tech

(04:07) - Construction's fundamental nature as "moving atoms" and AI limitations

(11:09) - How AI might affect intermediaries in construction supply chains

(17:29) - Examining if AI makes SaaS companies less valuable or more entrenched

(22:19) - Could AI disrupt venture capital itself?

(27:11) - The value of non-consensus thinking versus AI-driven investing

(35:19) - Differences between early-stage and growth investing in an AI world

(37:44) - How early-stage VCs can defend against AI disruption

Resources or Companies Mentioned

OpenAI: https://openai.com

Salesforce: https://www.salesforce.com/eu/

Microsoft: https://www.microsoft.com

SAP: https://www.sap.com

Procore: https://www.procore.com/

Connect With Us

Practical Nerds Website:⁠⁠ https://practicalnerds.com/⁠⁠

Subscribe to the Newsletter: ⁠⁠https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/⁠⁠

Foundamental: ⁠⁠https://www.foundamental.com/⁠⁠

Patric Hellermann: ⁠⁠https://www.linkedin.com/in/aecvc/⁠⁠

Shub Bhattacharya: ⁠⁠https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/⁠⁠

Youtube: ⁠⁠https://www.youtube.com/@foundamentalvc⁠⁠⁠

The Daily Blueprint: ⁠⁠https://tinyurl.com/the-daily-blueprint⁠⁠⁠

#AIinConstruction #VentureCapital #ConstructionTech

About This Episode

In this episode of Practical Nerds, Patric Hellermann and Shub Bhattacharya conduct a detailed financial benchmarking analysis of leading AEC software companies again, comparing them with established SaaS industry leaders. The hosts dive into financial metrics from Autodesk, Bentley Systems, Procore, Adobe, ServiceNow, and Intuit, examining everything from revenue growth to operating margins.

In This Episode

Patric and Shub analyze the latest financial data from annual reports of key AEC software companies (Autodesk, Bentley Systems, Procore) and compare them with industry benchmarks (Adobe, ServiceNow, Intuit).

The benchmarking reveals Procore's declining growth trajectory, with guidance for only 8% annual growth in 2025, while competitors like Autodesk are projecting faster percentage growth.

Financial analysis shows Adobe delivering exceptional performance across metrics despite lower market valuation multiples compared to ServiceNow, highlighting potential market inefficiencies.

Bentley Systems emerges as an efficiency standout, achieving remarkable free cash flow margin (31%) despite moderate gross margins (81%), showcasing excellent operational execution.

Timestamps

(00:00) - Introduction

(01:05) - Explanation of the benchmarking exercise and disclaimer

(04:06) - Clarification on using GAAP numbers for analysis

(04:32) - Financial data collection for Autodesk

(09:57) - Financial data collection for Bentley Systems

(13:54) - Financial data collection for Procore

(18:13) - Financial data collection for Adobe

(27:03) - Financial data collection for ServiceNow and Intuit

(32:27) - Conclusion of data collection phase

(33:09) - Analysis of 2023 benchmarking results

(42:19) - Analysis of 2025 benchmarking results

(42:47) - Comparison of revenue growth across companies

(44:24) - Analysis of gross margin performance

(45:56) - Discussion of operating income margins

(47:54) - Review of annual revenue per employee

(52:28) - Evaluation of the Rule of 40 performance

(54:21) - Analysis of sales and marketing intensity

(54:59) - Comparison of R&D intensity across companies

(56:10) - Review of G&A intensity

(57:09) - Analysis of free cash flow margins

(58:48) - Discussion of cash conversion scores

(59:46) - Comparison of company valuations

(01:03:33) - Final thoughts on valuations and founder expectations

Resources or Companies Mentioned

Autodesk: https://www.autodesk.com/de

Bentley Systems: https://www.bentley.com/

Procore: https://www.procore.com/de

Adobe: https://www.adobe.com/

ServiceNow: https://www.servicenow.com/

Intuit: https://www.intuit.com/

Connect With Us

Practical Nerds Website:⁠⁠ https://practicalnerds.com/⁠⁠

Subscribe to the Newsletter: ⁠⁠https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/⁠⁠

Foundamental: ⁠⁠https://www.foundamental.com/⁠⁠

Patric Hellermann: ⁠⁠https://www.linkedin.com/in/aecvc/⁠⁠

Shub Bhattacharya: ⁠⁠https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/⁠⁠

Youtube: ⁠⁠https://www.youtube.com/@foundamentalvc⁠⁠⁠

The Daily Blueprint: ⁠⁠https://tinyurl.com/the-daily-blueprint⁠⁠⁠

#ConstructionTech #SaaSMetrics #FinancialBenchmarking

About This Episode

In Episode 68 of Practical Nerds, Patric Hellermann and Shub Bhattacharya dive deep into the concept of "preemption" in venture capital fundraising for construction tech startups. They explore the conditions necessary for successful preemptions, the potential pitfalls, and how founders can navigate this complex process to ensure long-term success.

In This Episode

Patric and Shub define preemption in VC fundraising as investors offering capital before a planned financing round, avoiding competition and market processes.

The hosts outline the conditions for successful preemptions, including company performance excellence, investor conviction, and the importance of building authentic relationships before any preemption attempt.

They discuss the risks of preemptions, particularly valuation challenges where artificially high valuations can create unrealistic expectations for future rounds, potentially setting construction tech startups up for difficult down rounds.

The conversation compares internal versus external preemptions, with both hosts favoring internal preemptions from existing investors who already understand the business and have demonstrated alignment with the founder's vision.

Timestamps

(00:00) - Introduction

(01:41) - Defining preemption in VC fundraising context

(03:35) - Conditions for successful preemptions

(11:42) - How rare successful preemptions actually are

(12:09) - Identifying genuine versus opportunistic preemption attempts

(16:28) - The valuation trap in preemptions

(21:26) - What makes a preemption "done right"

(24:32) - Weighing preemption against discovering true market valuation

(27:56) - Market volatility as a factor in preemption decisions

(32:05) - Internal vs external preemption: which is better for construction tech startups

(36:35) - Frequency of successful preemptions in construction tech

Connect With Us

Practical Nerds Website:⁠⁠ https://practicalnerds.com/⁠⁠

Subscribe to the Newsletter: ⁠⁠https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/⁠⁠

Foundamental: ⁠⁠https://www.foundamental.com/⁠⁠

Patric Hellermann: ⁠⁠https://www.linkedin.com/in/aecvc/⁠⁠

Shub Bhattacharya: ⁠⁠https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/⁠⁠

Youtube: ⁠⁠https://www.youtube.com/@foundamentalvc⁠⁠⁠

The Daily Blueprint: ⁠⁠https://tinyurl.com/the-daily-blueprint⁠⁠⁠

#VentureCapital #ConstructionTech #Preemption

About This Episode

In Episode 67, Patric and Shub explore why transparency about limitations and past failures is crucial for building trust between founders and investors. They discuss how acknowledging constraints doesn't signal weakness but rather demonstrates a professional athlete's mindset of continuous improvement that leads to stronger partnerships and better businesses.

In This Episode

Patric explains why investors distrust founders who hide their weaknesses, comparing it to establishing trust in a marriage where honesty about limitations is essential for a strong relationship.

Shub discusses how acknowledging constraints is the only way to improve as an individual and organization, using the Theory of Constraints to identify and eliminate bottlenecks.

The hosts share real examples of how vague answers, white lies, and glossing over problems during due diligence can completely erode trust and derail potential investments.

They examine how exceptional founders and investors are more comfortable discussing their limitations because they know their overall value proposition remains strong despite imperfections.

Timestamps

(00:00) - Introduction

(01:53) - Building trust during the diligence phase

(03:30) - The misconception about hiding weaknesses

(08:56) - The Theory of Constraints and acknowledging bottlenecks

(15:03) - How founders hurt themselves by hiding limitations

(16:31) - The professional athlete's mindset

(19:15) - Red flags: embellishment and vagueness

(22:27) - Cultural differences in acknowledging responsibility

(24:42) - Game theory: What hiding weaknesses reveals about you

(28:05) - Building emotional bonds through vulnerability

(32:26) - The importance of identifying your constraints

(35:42) - Conclusion and wrap-up

Connect With Us

Practical Nerds Website:⁠ https://practicalnerds.com/⁠

Subscribe to the Newsletter: ⁠https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/⁠

Foundamental: ⁠https://www.foundamental.com/⁠

Patric Hellermann: ⁠https://www.linkedin.com/in/aecvc/⁠

Shub Bhattacharya: ⁠https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/⁠

Youtube: ⁠https://www.youtube.com/@foundamentalvc⁠⁠

The Daily Blueprint: ⁠https://tinyurl.com/the-daily-blueprint⁠⁠

#ConstructionTech #AIInvestment #DataInfrastructure

About This Episode

In this insightful discussion, Patric Hellermann and Shub Bhattacharya explore their investment thesis regarding AI versus data infrastructure, authoring tools, and systems of record in the architecture, engineering, and construction (AEC) technology space. They delve into why companies that serve as the "bathtub" containing AI capabilities may ultimately create more value than pure AI feature companies.

In This Episode

Patric and Shub discuss why AI-generated content in construction documents typically requires extensive editing, making authoring tools and systems of record crucial for deterministic outcomes.

They explore the "bathtub and water" analogy (credited to Stan from Rayon), where AI is like tap water—ubiquitous but a commodity—while the true value comes from the vessel containing it.

The hosts examine various types of "bathtubs" in construction tech, including ERPs, authoring tools for designers, data infrastructure companies, and systems of record that provide structure to unstructured data.

Shub and Patric analyze why it's significantly harder for AI-first companies to build data infrastructure around themselves than for infrastructure companies to incorporate AI functionality.

Timestamps

(00:00) - Introduction

(01:55) - Setting up the discussion topic: AI versus authoring tools

(05:13) - Thesis on AI-generated content requiring iteration and editing

(08:27) - AI becoming ubiquitous like "internet" in investment thesis

(13:28) - The "bathtub and water" analogy for AI and data infrastructure

(15:27) - Examples of "bathtubs" in construction tech

(18:07) - Challenges for AI-first companies trying to build infrastructure

(24:23) - The importance of data structuring and infrastructure

(28:56) - Agentic AI and its limitations without systems of record

(33:20) - Current landscape of system-of-record companies in construction

Resources or Companies Mentioned

Autodesk: Amy Bunszel mentioned regarding investment thesis about AI (https://www.autodesk.com/)

Speckle: Referenced as an example for 3D geometric data infrastructure (https://www.speckle.systems/)

UiPath: Discussed in context of workflow automation challenges (https://www.uipath.com/)

Procore: Mentioned as incumbent system of record for US contractors (https://www.procore.com/de)

Glodon: Referenced as a significant player in the Chinese market (https://www.glodon.com/en/)

Connect With Us

Practical Nerds Website: https://practicalnerds.com/

Subscribe to the Newsletter: https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/

Foundamental: https://www.foundamental.com/

Patric Hellermann: https://www.linkedin.com/in/aecvc/

Shub Bhattacharya: https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/

Youtube: https://www.youtube.com/@foundamentalvc⁠

The Daily Blueprint: https://tinyurl.com/the-daily-blueprint⁠

#ConstructionTech #AIInvestment #DataInfrastructure

About This Episode

In this episode, Patric and Shub explore the concept of "leapfrogging" in technology adoption and its potential impact on construction technology. They analyze how markets and companies can skip established development steps to implement more advanced solutions, particularly examining where construction tech might see revolutionary changes through this phenomenon.

In This Episode

Patric and Shub define leapfrogging as when users skip incremental technological steps to adopt more advanced solutions, driven by high incremental value in specific markets.

The hosts explore historical examples of leapfrogging across different industries and regions, including mobile technology in India, digital payments infrastructure, electric vehicles in China, and super apps like WeChat.

Patric presents a compelling thesis that European construction firms might leapfrog the fragmented point-solution approach seen in US construction technology and move directly to integrated tech stacks with custom data infrastructures.

The discussion examines how AI might serve as a catalyst for construction technology leapfrogging by accelerating software fatigue and creating opportunities for new entrants to reimagine the entire technology stack.

Timestamps

(00:00) - Introduction

(01:24) - Topic introduction: leapfrogging in construction technology

(04:18) - Defining leapfrogging and its principles

(05:38) - Examples of leapfrogging from India: mobile technology adoption

(07:51) - Infrastructure leapfrogging and mobile adoption patterns

(10:37) - Digital payments infrastructure in India as a leapfrogging example

(13:30) - Chinese examples: electric vehicles and super apps

(17:10) - Drone warfare as a European leapfrogging example

(20:03) - Applying leapfrogging concepts to construction technology

(21:11) - Cloud manufacturing as a construction tech leapfrogging example

(25:10) - Software adoption differences between US and European markets

(30:01) - Thesis on how European construction firms might leapfrog in software adoption

(33:29) - AI as a catalyst for construction technology leapfrogging

(39:56) - Why incumbents may not lead the leapfrogging movement

(44:39) - The Chinese AI ecosystem and open source potential

(48:38) - Conclusion and strategic implications

Resources or Companies Mentioned

WeChat: https://www.wechat.com/

Gojek: https://www.gojek.com/

Procore: https://www.procore.com/

Connect With Us

Practical Nerds Website: https://practicalnerds.com/

Subscribe to the Newsletter: https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/

Foundamental: https://www.foundamental.com/

Patric Hellermann: https://www.linkedin.com/in/aecvc/

Shub Bhattacharya: https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/

Youtube: https://www.youtube.com/@foundamentalvc

The Daily Blueprint: https://tinyurl.com/the-daily-blueprint

#ConstructionTech #Leapfrogging #TechnologyAdoption

About This Episode

In this milestone 64th episode of Practical Nerds, hosts Patric Hellermann and Shub Bhattacharya meet in person at their Berlin office to discuss Germany as a construction tech hub. They analyze Germany's position as the world's third-largest economy and explore how a new trillion-euro infrastructure and defense investment plan could create unprecedented opportunities for construction technology companies.

In This Episode

Germany's trillion-euro infrastructure and defense fund signals a major shift from years of fiscal surplus to strategic investment, potentially triggering a construction tech boom across commercial and infrastructure sectors.

The hosts discuss Germany's historical pattern of making bold policy decisions during times of change, with previous examples creating prosperity booms that could repeat with the new investment plan.

Germany has built competence clusters in specific construction tech areas like energetic renovation and construction robotics, positioning it as a key innovation hub alongside France in the European market.

Major American capital is flowing into Europe, with German companies attracting attention for their methodical approach to scaling and their ability to manage multiple bets simultaneously.

Timestamps

(00:00) - Introduction

(03:33) - Germany's significance in the global economy

(05:07) - The trillion-euro investment plan and its implications

(08:00) - Comparing infrastructure investments across countries

(11:30) - Germany's fiscal policies and historical surplus

(14:12) - Infrastructure decay and railway challenges(16:06) - German government formation process

(25:07) - The European pattern of implementing bold changes

(32:31) - German founders' strengths in multi-project management

(35:05) - German vs. Indian approaches to business building

(44:25) - Exciting construction tech subsectors in Germany

(48:10) - Germany and France as leading European markets for construction tech

Resources or Companies Mentioned

ENPAL: Solar installation company and unicorn in Germany

https://www.enpal.de/

Connect With Us

Practical Nerds Website: https://practicalnerds.com/

Subscribe to the Newsletter: https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/

Foundamental: https://www.foundamental.com/

Patric Hellermann: https://www.linkedin.com/in/aecvc/

Shub Bhattacharya: https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/

#ConstructionTech #GermanEconomy #InfrastructureInvestment

About This Episode

In this episode, Patric Hellermann and Shub Bhattacharya dive into the unexpected emergence of construction robotics companies from India. They explore how these companies have evolved from struggling startups to profitable enterprises, examining the unique economic and market conditions that have created this surprising development in the global construction technology landscape.

In This Episode

Shub shares insights on how Indian construction robotics companies have transitioned from selling hardware to offering "machines as a service" or "manufacturing as a service," resulting in impressive margins of 30-50%.

Indian robotics companies are now securing international contracts, including projects in the US and Middle East, and partnerships with global technology companies like Apple.

The hosts discuss how India's cost advantages allow robotics startups to conduct more "reps" (iterations and practice) at a fraction of the cost compared to Western markets, creating a competitive edge.

Both note that the Indian construction robotics ecosystem benefits from exceptional engineering talent from institutions like IIT, combined with developing market conditions that enable companies to mature over longer timeframes.

Timestamps

(00:00) - Introduction

(01:21) - Discussion of India's parallels to China's automation journey

(02:57) - Engineering talent and market conditions in India

(06:15) - Examples of Indian robotics companies securing international projects

(07:50) - Economic analysis of Indian robotics companies

(13:08) - Impressive profit margins and bankability of these companies

(17:44) - Factors contributing to the success of Indian robotics startups

(22:15) - Cost advantages for iterative development ("reps")

(27:29) - Future outlook for Indian construction robotics

Resources or Companies Mentioned

Apple: https://www.apple.com/

Practical Nerds Website: https://practicalnerds.com/

Connect With Us

Subscribe to the Newsletter: https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/

Foundamental: https://www.foundamental.com/

Patric Hellermann: https://www.linkedin.com/in/aecvc/

Shub Bhattacharya: https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/

#ConstructionRobotics #IndianTech #MachinesAsAService

About This Episode

In this episode, Patric Hellermann shares insights from a recent conversation with a portfolio founder about the evolving role of a startup CEO. The discussion breaks down three critical aspects of effective leadership: hiring exceptional people and organizing them exceptionally, acquiring primary information for decision-making, and making bold bets with decisive execution.

In This Episode

Patric explains how founders must learn to recognize and hire truly exceptional talent, noting that many CEOs don't actually know what excellence looks like until they've been exposed to it.

The hosts discuss the crucial practice of obtaining "primary information" directly from customers and operations without filtering, enabling CEOs to make better decisions as their companies scale.

Shub and Patric explore how organizational structure must evolve as companies grow, using InfraMarket as an example of a venture that successfully reorganized to accommodate scaling and new business directions.

The conversation delves into why making bold bets and executing them decisively is essential for company growth, highlighting examples from their portfolio companies that made unexpected pivots during challenging times.

Timestamps

(00:00) - Introduction

(01:30) - Setting up the discussion about a portfolio founder call

(02:32) - How investors work with founders and different interaction styles

(07:35) - The three key responsibilities of a CEO

(11:46) - Thermodynamics metaphor for company transformation

(14:20) - Hiring exceptional people and recognizing excellence

(21:50) - Organizing talent in exceptional ways

(25:10) - The importance of acquiring primary information

(28:56) - How CEOs can cut through filtered information

(32:48) - Making bold bets and executing them decisively

(41:55) - The rarity of CEOs who excel at all three responsibilities

Resources or Companies Mentioned

InfraMarket: https://infra.market/

Revolut: https://www.revolut.com/

Connect With Us

Practical Nerds Website: https://practicalnerds.com/

Subscribe to the Newsletter: https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/

Foundamental: https://www.foundamental.com/

Patric Hellermann: https://www.linkedin.com/in/aecvc/

Shub Bhattacharya: https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/

#StartupLeadership #CEOResponsibilities #VentureCapital

About This Episode

In this episode, Patric Hellermann and Shub Bhattacharya discuss the challenges and opportunities for US-based construction tech founders looking to expand into international markets. They explore the cultural, business, and regulatory differences across Asia, Europe, and the Middle East, providing insights on how to navigate these diverse markets successfully.

In This Episode

Shub and Patric explore how business cultures in Asia often prioritize building personal trust before transactions, contrasting with the more transactional approach common in the US.

The hosts discuss European markets' preference for substance and facts over sales pitches, highlighting how risk mitigation often resonates more with European clients than pure opportunity.

They analyze the unique opportunity in Middle Eastern markets (particularly Saudi Arabia, UAE, and Qatar) where American companies and products often have a distinctive advantage.

The conversation examines how construction tech is maturing globally, creating more opportunities for founders to internationalize their solutions when the time is right.

Timestamps

(00:00) - Introduction

(01:25) - Topic introduction: US founders targeting non-US markets

(03:47) - Asian markets and cultural differences

(09:21) - Trust deficit in East Asian business cultures

(14:05) - Alternative approaches for penetrating emerging markets

(15:57) - Common US expansion mistakes in Asian markets

(17:19) - European market characteristics and business approach

(20:23) - European preference for facts and observations

(24:48) - Navigating regional differences within Europe

(28:40) - Middle East as a target market for US construction tech

(32:19) - The maturing construction tech market and internationalization

Resources or Companies Mentioned

Procore: https://www.procore.com/

Connect With Us

Practical Nerds Website: https://practicalnerds.com/

Subscribe to the Newsletter: https://www.linkedin.com/newsletters/practical-nerds-7180899738613882881/

Foundamental: https://www.foundamental.com/

Patric Hellermann: https://www.linkedin.com/in/aecvc/

Shub Bhattacharya: https://www.linkedin.com/in/shubhankar-bhattacharya-a1063a3/

#ConstructionTech #GlobalExpansion #BusinessCulture