Sep 20, 2024 · 51m · sourcery

Molly Alter, Partner (Northzone), $4B AUM | Software for Hardware, EU vs USA, Vertical AI, VC Biases · Sourcery with Molly O'Shea

Molly Alter · 37m spoken Molly O'Shea · 9m spoken
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In this episode of Sourcery, host Molly O'Shea interviews Molly Alter, Partner at Northzone, discussing European VC ecosystem performance, vertical AI theses, software for hardware engineering, and key lessons from eight years in venture capital.

How this conversation actually went

Every chapter scored 0–10 on four independent dynamics. Hover any point for the reasoning behind the score. Molly holds 20.7% of the talking time here. How this is scored →

Molly as informed peer 3.8 Guest teaching 3.2 Guest disagreement 1.5 Molly pushing back 1.4
05100:0015:0030:0045:002:55–7:31 · Molly as informed peer 3/10 Icebreaker & Molly Squared Friendly banter as former colleagues reconnect. The host asks for four venture career takeaways and the guest shares insights on firm cultures and cognitive biases.7:31–11:45 · Molly as informed peer 2/10 New York vs. London: Culture Shock and Pub Dynamics Casual conversational segment discussing the cultural contrast between daytime politeness and pub culture in London.11:45–14:13 · Molly as informed peer 3/10 Northzone's Investment Strategy and Vertical AI Thesis Host sets up the strategic overview while the guest outlines Northzone's check sizes and her thesis on vertical AI defensibility.14:13–19:23 · Molly as informed peer 2/10 Sponsor Break: Archer Aviation and This Won't Last Host presents sponsor reads and transitions into portfolio war stories, while the guest details sourcing Frame.io through weekend video hobbies.19:23–22:05 · Molly as informed peer 4/10 Defining World-Class Founders: Intensity and Customer Focus Host probes into founder qualities derived from cold-call and sourcing exposure; guest highlights customer obsession and Olympic-level intensity.22:05–26:04 · Molly as informed peer 4/10 Northzone's History, Scandinavian Culture, and Meritocracy Host asks for Northzone's origin details and AUM; guest explains firm history, meritocratic culture, and resistance to VC politics.26:04–28:37 · Molly as informed peer 3/10 Cross-Border Synergies Between the US and European Markets Host inquires about US versus Europe allocations; guest outlines how European early trends like mental health informed winning US investments.28:37–31:58 · Molly as informed peer 5/10 Challenging Silicon Valley Biases Against European Tech Host pushes the Silicon Valley critique calling Europe a tech museum; guest counters forcefully with detailed macroeconomic and net IRR stats.31:58–34:46 · Molly as informed peer 5/10 How Regulation Drives European Tech Innovation Host challenges growth ceilings in Europe due to energy dependence and birth rates; guest counters using the vegan chef analogy to show regulation breeds innovation.34:46–37:44 · Molly as informed peer 5/10 The Rise of Software for Hardware Development Host quotes the guest's research paper on software for hardware development; guest explains structural change management hurdles and legacy tooling.37:44–44:41 · Molly as informed peer 5/10 Exploring High-Opportunity Hardware Software Sub-Sectors Host presses on limited ecosystem liquidity and late-stage capital in hard tech; guest explains the why-now tailwinds and enterprise contract sizes.44:41–47:22 · Molly as informed peer 5/10 Re-evaluating SaaS: The Evolution of Hybrid SaaS Host references compressed SaaS public multiples (5-6x); guest reframes workflow SaaS as the car delivery mechanism for AI engines.47:22–50:10 · Molly as informed peer 3/10 Case Study: GovDash and AI-Powered Government Procurement Guest walks through GovDash's procurement RFP automation; host agrees and transitions into pleasant wrap-up wedding plans.2:55–7:31 · Guest teaching 2/10 Icebreaker & Molly Squared Friendly banter as former colleagues reconnect. The host asks for four venture career takeaways and the guest shares insights on firm cultures and cognitive biases.7:31–11:45 · Guest teaching 2/10 New York vs. London: Culture Shock and Pub Dynamics Casual conversational segment discussing the cultural contrast between daytime politeness and pub culture in London.11:45–14:13 · Guest teaching 3/10 Northzone's Investment Strategy and Vertical AI Thesis Host sets up the strategic overview while the guest outlines Northzone's check sizes and her thesis on vertical AI defensibility.14:13–19:23 · Guest teaching 2/10 Sponsor Break: Archer Aviation and This Won't Last Host presents sponsor reads and transitions into portfolio war stories, while the guest details sourcing Frame.io through weekend video hobbies.19:23–22:05 · Guest teaching 3/10 Defining World-Class Founders: Intensity and Customer Focus Host probes into founder qualities derived from cold-call and sourcing exposure; guest highlights customer obsession and Olympic-level intensity.22:05–26:04 · Guest teaching 3/10 Northzone's History, Scandinavian Culture, and Meritocracy Host asks for Northzone's origin details and AUM; guest explains firm history, meritocratic culture, and resistance to VC politics.26:04–28:37 · Guest teaching 3/10 Cross-Border Synergies Between the US and European Markets Host inquires about US versus Europe allocations; guest outlines how European early trends like mental health informed winning US investments.28:37–31:58 · Guest teaching 5/10 Challenging Silicon Valley Biases Against European Tech Host pushes the Silicon Valley critique calling Europe a tech museum; guest counters forcefully with detailed macroeconomic and net IRR stats.31:58–34:46 · Guest teaching 4/10 How Regulation Drives European Tech Innovation Host challenges growth ceilings in Europe due to energy dependence and birth rates; guest counters using the vegan chef analogy to show regulation breeds innovation.34:46–37:44 · Guest teaching 4/10 The Rise of Software for Hardware Development Host quotes the guest's research paper on software for hardware development; guest explains structural change management hurdles and legacy tooling.37:44–44:41 · Guest teaching 4/10 Exploring High-Opportunity Hardware Software Sub-Sectors Host presses on limited ecosystem liquidity and late-stage capital in hard tech; guest explains the why-now tailwinds and enterprise contract sizes.44:41–47:22 · Guest teaching 4/10 Re-evaluating SaaS: The Evolution of Hybrid SaaS Host references compressed SaaS public multiples (5-6x); guest reframes workflow SaaS as the car delivery mechanism for AI engines.47:22–50:10 · Guest teaching 3/10 Case Study: GovDash and AI-Powered Government Procurement Guest walks through GovDash's procurement RFP automation; host agrees and transitions into pleasant wrap-up wedding plans.2:55–7:31 · Guest disagreement 1/10 Icebreaker & Molly Squared Friendly banter as former colleagues reconnect. The host asks for four venture career takeaways and the guest shares insights on firm cultures and cognitive biases.7:31–11:45 · Guest disagreement 1/10 New York vs. London: Culture Shock and Pub Dynamics Casual conversational segment discussing the cultural contrast between daytime politeness and pub culture in London.11:45–14:13 · Guest disagreement 1/10 Northzone's Investment Strategy and Vertical AI Thesis Host sets up the strategic overview while the guest outlines Northzone's check sizes and her thesis on vertical AI defensibility.14:13–19:23 · Guest disagreement 0/10 Sponsor Break: Archer Aviation and This Won't Last Host presents sponsor reads and transitions into portfolio war stories, while the guest details sourcing Frame.io through weekend video hobbies.19:23–22:05 · Guest disagreement 1/10 Defining World-Class Founders: Intensity and Customer Focus Host probes into founder qualities derived from cold-call and sourcing exposure; guest highlights customer obsession and Olympic-level intensity.22:05–26:04 · Guest disagreement 1/10 Northzone's History, Scandinavian Culture, and Meritocracy Host asks for Northzone's origin details and AUM; guest explains firm history, meritocratic culture, and resistance to VC politics.26:04–28:37 · Guest disagreement 1/10 Cross-Border Synergies Between the US and European Markets Host inquires about US versus Europe allocations; guest outlines how European early trends like mental health informed winning US investments.28:37–31:58 · Guest disagreement 4/10 Challenging Silicon Valley Biases Against European Tech Host pushes the Silicon Valley critique calling Europe a tech museum; guest counters forcefully with detailed macroeconomic and net IRR stats.31:58–34:46 · Guest disagreement 3/10 How Regulation Drives European Tech Innovation Host challenges growth ceilings in Europe due to energy dependence and birth rates; guest counters using the vegan chef analogy to show regulation breeds innovation.34:46–37:44 · Guest disagreement 1/10 The Rise of Software for Hardware Development Host quotes the guest's research paper on software for hardware development; guest explains structural change management hurdles and legacy tooling.37:44–44:41 · Guest disagreement 2/10 Exploring High-Opportunity Hardware Software Sub-Sectors Host presses on limited ecosystem liquidity and late-stage capital in hard tech; guest explains the why-now tailwinds and enterprise contract sizes.44:41–47:22 · Guest disagreement 2/10 Re-evaluating SaaS: The Evolution of Hybrid SaaS Host references compressed SaaS public multiples (5-6x); guest reframes workflow SaaS as the car delivery mechanism for AI engines.47:22–50:10 · Guest disagreement 1/10 Case Study: GovDash and AI-Powered Government Procurement Guest walks through GovDash's procurement RFP automation; host agrees and transitions into pleasant wrap-up wedding plans.2:55–7:31 · Molly pushing back 1/10 Icebreaker & Molly Squared Friendly banter as former colleagues reconnect. The host asks for four venture career takeaways and the guest shares insights on firm cultures and cognitive biases.7:31–11:45 · Molly pushing back 0/10 New York vs. London: Culture Shock and Pub Dynamics Casual conversational segment discussing the cultural contrast between daytime politeness and pub culture in London.11:45–14:13 · Molly pushing back 1/10 Northzone's Investment Strategy and Vertical AI Thesis Host sets up the strategic overview while the guest outlines Northzone's check sizes and her thesis on vertical AI defensibility.14:13–19:23 · Molly pushing back 0/10 Sponsor Break: Archer Aviation and This Won't Last Host presents sponsor reads and transitions into portfolio war stories, while the guest details sourcing Frame.io through weekend video hobbies.19:23–22:05 · Molly pushing back 1/10 Defining World-Class Founders: Intensity and Customer Focus Host probes into founder qualities derived from cold-call and sourcing exposure; guest highlights customer obsession and Olympic-level intensity.22:05–26:04 · Molly pushing back 1/10 Northzone's History, Scandinavian Culture, and Meritocracy Host asks for Northzone's origin details and AUM; guest explains firm history, meritocratic culture, and resistance to VC politics.26:04–28:37 · Molly pushing back 1/10 Cross-Border Synergies Between the US and European Markets Host inquires about US versus Europe allocations; guest outlines how European early trends like mental health informed winning US investments.28:37–31:58 · Molly pushing back 3/10 Challenging Silicon Valley Biases Against European Tech Host pushes the Silicon Valley critique calling Europe a tech museum; guest counters forcefully with detailed macroeconomic and net IRR stats.31:58–34:46 · Molly pushing back 3/10 How Regulation Drives European Tech Innovation Host challenges growth ceilings in Europe due to energy dependence and birth rates; guest counters using the vegan chef analogy to show regulation breeds innovation.34:46–37:44 · Molly pushing back 2/10 The Rise of Software for Hardware Development Host quotes the guest's research paper on software for hardware development; guest explains structural change management hurdles and legacy tooling.37:44–44:41 · Molly pushing back 3/10 Exploring High-Opportunity Hardware Software Sub-Sectors Host presses on limited ecosystem liquidity and late-stage capital in hard tech; guest explains the why-now tailwinds and enterprise contract sizes.44:41–47:22 · Molly pushing back 2/10 Re-evaluating SaaS: The Evolution of Hybrid SaaS Host references compressed SaaS public multiples (5-6x); guest reframes workflow SaaS as the car delivery mechanism for AI engines.47:22–50:10 · Molly pushing back 0/10 Case Study: GovDash and AI-Powered Government Procurement Guest walks through GovDash's procurement RFP automation; host agrees and transitions into pleasant wrap-up wedding plans.

speaking balance: gold is Molly, purple is the guest (3 minute bins)

0:00 · Molly 30.3% · guest 69.7%0:00 · Molly 30.3% · guest 69.7%3:00 · Molly 20.9% · guest 79.1%3:00 · Molly 20.9% · guest 79.1%6:00 · Molly 12.3% · guest 87.7%6:00 · Molly 12.3% · guest 87.7%9:00 · Molly 34.1% · guest 65.9%9:00 · Molly 34.1% · guest 65.9%12:00 · Molly 25.8% · guest 74.2%12:00 · Molly 25.8% · guest 74.2%15:00 · Molly 21.3% · guest 78.7%15:00 · Molly 21.3% · guest 78.7%18:00 · Molly 34.6% · guest 65.4%18:00 · Molly 34.6% · guest 65.4%21:00 · Molly 15.3% · guest 84.7%21:00 · Molly 15.3% · guest 84.7%24:00 · Molly 6.8% · guest 93.2%24:00 · Molly 6.8% · guest 93.2%27:00 · Molly 24.7% · guest 75.3%27:00 · Molly 24.7% · guest 75.3%30:00 · Molly 17% · guest 83%30:00 · Molly 17% · guest 83%33:00 · Molly 31.4% · guest 68.6%33:00 · Molly 31.4% · guest 68.6%36:00 · Molly 42% · guest 58%36:00 · Molly 42% · guest 58%39:00 · Molly 1% · guest 99%39:00 · Molly 1% · guest 99%42:00 · Molly 12.6% · guest 87.4%42:00 · Molly 12.6% · guest 87.4%45:00 · Molly 5.7% · guest 94.3%45:00 · Molly 5.7% · guest 94.3%48:00 · Molly 15.2% · guest 84.8%48:00 · Molly 15.2% · guest 84.8%51:00 · Molly 11.3% · guest 88.7%51:00 · Molly 11.3% · guest 88.7%
Sharpest disagreement ▶ 29:13 Pushback against Silicon Valley's anti-Europe bias

The guest passionately dismisses the trope that Europe is merely a tech museum, backing her contrarian stance with strong IRR data.

Hardest push from Molly ▶ 31:57 Challenging European growth constraints

The host challenges the optimistic European narrative by citing hard geopolitical headwinds, energy reliance, and declining demographic trends.

Biggest teaching moment ▶ 30:20 Educating on European net IRR outperformance

The guest breaks down the quantitative reality of European venture, explaining how lower entry valuations produce superior 10-15 year net IRR.

Molly holds their own ▶ 37:42 Drilling into the hardware-software dislocation

The host leverages her LA hard-tech proximity to challenge the guest on late-stage capital scarcity and shallow talent pools.

the scores for every segment, with the reasoning behind each
ChapterTopicMolly as informed peerGuest teachingGuest disagreementMolly pushing backWhy
Icebreaker & Molly Squared 3211 Friendly banter as former colleagues reconnect. The host asks for four venture career takeaways and the guest shares insights on firm cultures and cognitive biases.
New York vs. London: Culture Shock and Pub Dynamics 2210 Casual conversational segment discussing the cultural contrast between daytime politeness and pub culture in London.
Northzone's Investment Strategy and Vertical AI Thesis 3311 Host sets up the strategic overview while the guest outlines Northzone's check sizes and her thesis on vertical AI defensibility.
Sponsor Break: Archer Aviation and This Won't Last 2200 Host presents sponsor reads and transitions into portfolio war stories, while the guest details sourcing Frame.io through weekend video hobbies.
Defining World-Class Founders: Intensity and Customer Focus 4311 Host probes into founder qualities derived from cold-call and sourcing exposure; guest highlights customer obsession and Olympic-level intensity.
Northzone's History, Scandinavian Culture, and Meritocracy 4311 Host asks for Northzone's origin details and AUM; guest explains firm history, meritocratic culture, and resistance to VC politics.
Cross-Border Synergies Between the US and European Markets 3311 Host inquires about US versus Europe allocations; guest outlines how European early trends like mental health informed winning US investments.
Challenging Silicon Valley Biases Against European Tech 5543 Host pushes the Silicon Valley critique calling Europe a tech museum; guest counters forcefully with detailed macroeconomic and net IRR stats.
How Regulation Drives European Tech Innovation 5433 Host challenges growth ceilings in Europe due to energy dependence and birth rates; guest counters using the vegan chef analogy to show regulation breeds innovation.
The Rise of Software for Hardware Development 5412 Host quotes the guest's research paper on software for hardware development; guest explains structural change management hurdles and legacy tooling.
Exploring High-Opportunity Hardware Software Sub-Sectors 5423 Host presses on limited ecosystem liquidity and late-stage capital in hard tech; guest explains the why-now tailwinds and enterprise contract sizes.
Re-evaluating SaaS: The Evolution of Hybrid SaaS 5422 Host references compressed SaaS public multiples (5-6x); guest reframes workflow SaaS as the car delivery mechanism for AI engines.
Case Study: GovDash and AI-Powered Government Procurement 3310 Guest walks through GovDash's procurement RFP automation; host agrees and transitions into pleasant wrap-up wedding plans.

Statements from this episode (26)

Insight
Alter: Junior VCs Can Differentiate by Exploring Complex Topics Senior GPs Avoid
“You know, there are so many opportunities to differentiate yourselves. And one of the easiest opportunities I found is to actually look into the boring and complicated stuff that, you know, more senior GPs, Don't want to look into.”
Molly Alter Sep 20, 2024 ▶ 5:39
Insight
Alter: Deal droughts and sunk costs cause severe VC cognitive biases
“There's things like discovery bias, which is sort of the notion of, I found this investment, so I love it, and it's personal to me. Or there's sunk cost bias, which is really common as well. You know, I spent three weeks in due diligence, so I love it. Or, you…”
Molly Alter Sep 20, 2024 ▶ 6:51
Disclosure
Alter: Northzone over-indexes headcount on post-investment platform support
“North zone, for instance, you know, we have a pretty even split maybe a little over index on the platform side as well, because, you know, we care a lot about helping our portfolio companies post investment.”
Molly Alter Sep 20, 2024 ▶ 11:03
Insight
Alter: Fund size does not predict internal headcount allocation
“Just the overall size doesn't tell you that much, but when you dig into the actual composition of the team, you really learn what life at those firms will be like.”
Molly Alter Sep 20, 2024 ▶ 11:14
Disclosure
Alter: Northzone writes checks from $2.5M seed up to $60M growth
“So for check size, we start at two and a half million at the seed stage and go all the way up to 50, sixty million. At the growth stage the real bread and butter is, you know, 10 to 20, that's where the majority of our checks happen”
Molly Alter Sep 20, 2024 ▶ 11:53
Opinion
Alter: Vertical AI offers more exciting opportunities than horizontal or foundational models
“I'm thinking a lot these days about vertical AI and really, you know, the opportunity there being More exciting than sort of horizontal or even foundational layers in AI at the moment.”
Molly Alter Sep 20, 2024 ▶ 12:14
Insight
Alter: Vertical AI moats come from workflow integrations and sector specificity
“What I see as the big opportunity with vertical software is you have these spaces like legal tech or construction, manufacturing, software for hardware, healthcare that are very specific and you can create this sort of defensibility through leveraging that spe…”
Molly Alter Sep 20, 2024 ▶ 12:58
Insight
Alter: World-class company building requires rare, Olympic-level founder intensity
“Like one thing I learned from Emory, who's the CEO of Frame.io is is that there's no match for intensity. You need it. And he once gave me this really powerful analogy where he said, if I was training for the Olympics of figure skating Nobody would ask me, do …”
Molly Alter Sep 20, 2024 ▶ 20:09
Opinion
Alter: VC firms shouldn't be political because LP metrics are completely objective
“VC has real metrics. Like we have numbers on a page that we're showing to our LPs that we are accountable for. And obviously, you know, sometimes those investing cycles can be long. So sometimes it takes a little bit of time for the numbers to really be clear,…”
Molly Alter Sep 20, 2024 ▶ 23:57
Disclosure
Northzone splits capital evenly between US and Europe with slight Europe tilt
“We're pretty evenly split between U S and Europe with maybe a slight a slight emphasis on Europe from a percentage dollars standpoint.”
Molly Alter Sep 20, 2024 ▶ 26:38
Disclosure
Northzone led Spring Health Series A based on Scandinavian mental health trends
“In Scandinavia, mental health was actually a thing long before it was in the U S they're so progressive over there. And so people were taking care of their mental health and it was destigmatized. Whereas in the United States, it was still kind of, this is, you…”
Molly Alter Sep 20, 2024 ▶ 26:53
Disclosure
Northzone backed Tandem Health after seeing US medical scribing market growth
“Medical scribing took off early in the US with companies like Abridge and DeepScribe. And we saw how quickly those businesses were able to grow and invested in a company in Europe doing the same called Tandem Health.”
Molly Alter Sep 20, 2024 ▶ 27:55
Assertion Supported
Alter: European VC funding hit $30 billion in H1 2024, up 12%
“VC funding in Europe reached about thirty billion the first half of 24. That's a 12% increase to twenty-twenty-three.”
Molly Alter Sep 20, 2024 ▶ 29:30
Prediction Didn’t hold up
Alter: 2024 will be the third most active year for European VC
“You know, if the pace continues, I think twenty-twenty-four will become the third most active year ever for VC funding in Europe.”
Molly Alter Sep 20, 2024 ▶ 29:37
Assertion Supported
Alter: Spotify and Klarna alumni founded 70 venture-backed startups in Stockholm
“Spotify and Klarna alums have spawned 70 venture backed companies in Stockholm from two companies.”
Molly Alter Sep 20, 2024 ▶ 4:57:15
Assertion Supported
Alter: European VC funds beat North American funds in 10-year net IRR
“It's not surprising that when you, again, look at the numbers over a 10 and 15 year time horizon, European VC funds have yielded higher net IRR compared to North American ones.”
Molly Alter Sep 20, 2024 ▶ 31:21
Opinion
Alter: GDPR has become a global standard that actively inhibited tech businesses
“Like GDPR, which first of all has now become a global standard, so I don't think it's specific as much to Europe anymore, but You know, that definitely has inhibited many tech businesses, so there's always nuance and shades of gray.”
Molly Alter Sep 20, 2024 ▶ 34:34
Insight
Alter: Hardware incumbents persist because tooling shifts require changing physical processes
“A software team can really easily start using a new task management tool or a debugging tool without having to change their desk. But a manufacturing or design team would have to really shift real world physical processes in order to adopt any kind of new tool…”
Molly Alter Sep 20, 2024 ▶ 36:36
Prediction Not checkable as stated
Alter: Declining birth rates and onshoring will drive software-for-hardware investment
“You have things like global onshoring, declining birth rates, which has more of an impact than you would think. And the threat of Chinese competition as well. These factors have lit a fire underneath manufacturing teams to push themselves on efficiency. And so…”
Molly Alter Sep 20, 2024 ▶ 37:14
Assertion Not checkable as stated
Alter: Toyota, Boeing, and Samsung pay tens to hundreds of millions for legacy software
“Toyota we found pays Matlab, fifty million dollars a year. Boeing pays Simulink and MATLAB hundreds of millions. Samsung has an eight figure contract with Atlassian.”
Molly Alter Sep 20, 2024 ▶ 40:11
Prediction Not checkable as stated
Alter: AI will inevitably disrupt legacy engineering and simulation software tools
“Simulation tools are going to have a moment and AI Is and will continue to come for them.”
Molly Alter Sep 20, 2024 ▶ 43:01
Assertion Supported
Alter: Public SaaS average revenue growth is projected at historically low 16%
“In 2024, the average growth rate for public SaaS companies is expected to be 16%, super low, like relative to history.”
Molly Alter Sep 20, 2024 ▶ 45:14
Insight
Alter: Workflow SaaS is the essential delivery mechanism for unlocking AI's value
“I think workflow SaaS is the delivery mechanism that will allow AI to actually, you know, keep its promise.”
Molly Alter Sep 20, 2024 ▶ 46:00
Assertion Supported
Alter: Government spending accounts for 36% of US GDP
“36% of U.S. GDP is spent on government spend.”
Molly Alter Sep 20, 2024 ▶ 47:46
Assertion Not checkable as stated
Alter: GovDash cuts government RFP response time from two weeks to two hours
“And then they automatically create a very compliant outline To the RFP you're trying to respond to, and it takes two hours instead of two weeks for them to do this process.”
Molly Alter Sep 20, 2024 ▶ 49:01
Insight
Alter: Combining SaaS, AI, and FinTech creates more defensible businesses
“It's not SAS only SAS. It's not only AI. It's never going to be only FinTech, but the combination of these things together makes for a truly defensible, resilient business that, that I think is going to be really large.”
Molly Alter Sep 20, 2024 ▶ 49:50
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