How Euclid Power Streamlines Clean Energy Development at Scale

Summary

Podcast Summary:

Inevitable (an MCJ Podcast)

Episode: How Euclid Power Streamlines Clean Energy Development at Scale
Date: May 5, 2025
Host: Cody Simms
Guest: Jacob Sandri, CEO & Co-founder, Euclid Power

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Episode Overview

In this episode, Cody Simms interviews Jacob Sandri, CEO and co-founder of Euclid Power, a platform providing renewable energy project development, financing, and operations tools—layered with AI-enabled services. The discussion explores Jacob’s journey in renewables, why the industry remains fraught with workflow challenges, the creation of Euclid Power, how AI is changing the pace of project delivery, and what the next decade in clean energy might look like. Notable moments include the nuts and bolts of renewable project complexity, AI’s real (and overhyped) use cases, and industry predictions on scale and capital influx.

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Key Discussion Points & Insights

Jacob Sandri’s Background & Industry Experience

• Early Interest in Renewables:
  Jacob was originally interested in politics/NGOs but found renewables combined social impact with his love for math and competition.
  “It was this really beautiful mix of this issue that I cared so much about, but also using math and science and numbers and goals. And it, like, spoke to my sense of competitiveness.” (03:07)
• Training Ground:
  Started at Mosaic, then worked at Generate Capital under Jigger Shaw, and later joined Goldman Sachs’s Renewable Power Group.
• Industry Evolution:
  Initially, “renewable energy” meant “alternative energy.” There was a divide between innovating new tech and fully deploying existing tech at scale (the “Jigger Shaw view”).
• Big Break Experience:
  “I got to be like employee number eight at Generate... just got to see what worked, what didn’t and get a crash course and like, how do you invest in projects?” (04:46)

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Insights on Renewable Energy Project Development

Why Is Project Deployment So Hard?

• Bottleneck is NOT Tech
  The technology (panels, batteries) is mature, but project deployment collides with document chaos and workflow confusion.
  “Doing the diligence on 220 operating solar projects means going through tens of thousands of documents...” (10:54)
• Failure Rates:
  “60% of projects are delayed and 30% fail altogether after money has already gone into them…” (11:34)
• Unforced Errors:
  Many project failures are due to avoidable errors—missed filings, poor coordination, bad communication—not inherent technical or regulatory impossibility.

Case Example: SunPower Portfolio at Goldman Sachs

• Jacob and co-founders managed a $600M portfolio, requiring review of over 220 solar projects. The overwhelming manual data wrangling led directly to the conception of Euclid Power.
• “I cried twice trying to get this portfolio done, because, I mean, it’s $600 million, you’re 26, and you’re like, if I get this wrong, does Goldman own my soul for the next thousand generations…” (12:53)

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What Makes Renewable Project Workflows Unique?

• High Complexity, Low Automation:
  A single solar project is its own LLC—with lawyers, engineers, financiers, and specialized documents all in play.
  The traditional approach: “We’re still building them like it’s 2005.” (15:55)

• Multiparty Coordination:
  Each project involves an intricate web of stakeholders, each needing different data.

• Financial Dynamics:
  Renewables investments are “credit” assets, not impact investments—mainstream capital likes them for reliable, long-term cash flows.
  “Investing in renewables is not impact investing. Goldman didn’t raise a couple billion dollars to do impact investing. They did it because they thought it was a good asset class.” (17:36)

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The Birth & Growth of Euclid Power

• Origin Story:
  The founders recognized the sector’s “messiness”—extraordinarily smart, hardworking people stuck wrestling with scattered files and error-prone processes.
  “If this is the way that everyone’s doing this, how are we going to be able to deploy this many solar projects at scale…?” (13:57)

• Product Evolution:
  Started as spreadsheet-based services, then gained client traction; customers wanted both better tools and hands-on support.

• First Big Client Example:
  “UBS is a big client of ours... They come to us because we can do a lot of the in the weeds diligence work, document management, data management. That unlocks them making decisions faster and that means they can get more projects done every year.” (20:28)

• Software with a Service Core:
  Despite early software ambitions, the team realized manual services would be integral—clients want projects done, not just data dashboards.

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AI — Power, Limitations, and Reality

• AI as Accelerator, Not Magic Wand:
  Euclid leans into AI for workflow acceleration—not just chatbots:
  “What’s magical about AI is actually what it can do to automate workflows and streamline process.” (26:04)
• AI excels in extracting structured data from documents, but critical reasoning and risk management still demand human oversight.
• “The cost of errors are really high. Even really good AI still makes mistakes. It hallucinates.” (38:41)
• Real world AI value: “...make us way faster, but still make sure a human is signing off and making sure that things aren’t going wrong.” (39:17)

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Euclid Power’s Current Product & Business Model

• Central Source of Truth:
  Euclid is both software and an expert services team, tying project data, workflows, and documents together for all parties.

• Network Model:
  Multiple stakeholders—lawyers, engineers, investors—collaborate via Euclid, reducing duplicate work and “unforced errors.”
  “It becomes really annoying and where a lot of these unforced errors happen is the way we have to do it today is you have to set up a different data room for each of these different groups... At Euclid, we were like, we have to centralize this in one place.” (33:47)

• Market Traction and Growth:

  • “Last year we had 350 new projects… 3x growth over the year before.”
  • 90-person team, doubling customers recently, and profitable while being capital efficient.
    (32:10-32:42)

• Blend of Automation and Services:
  Customers value speed and expertise more than pure automation; the key is blending AI-powered workflows with diligent human oversight.

  • “VCs think about, well, software versus services, AI. But our customers are often like, I want to get my projects done.” (37:12)

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Decoding the Name “Euclid”

• Why “Euclid”?
  Named after the “father of geometry” — “bringing structure and clarity to the complexity.”
  “Euclid replied, ‘there’s no royal road to geometry,’ meaning there’s no shortcut... you have to do the work and do it right. And I think that really spoke to us about the values we wanted…” (48:54)

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Clean Energy Transition: Where Are We Headed?

• Dual Wave Moment:
  “You guys are surfing two waves right now. You’re surfing the wave of renewables being this huge... And you’re hitting the wave of a technology wave that is very good for your business both at the same time.” (27:53)
• Power Demand Curve Shift:
  • AI/data center power needs, onshoring of manufacturing, and electrification of transport are sending demand soaring, reshaping project site strategies.
  • “We’re going to see new markets opening just because, out of necessity, we need more power... the fastest and cheapest way to get power these days is solar and storage.” (45:43)
• Political & Economic Wildcards:
  State policy and incentives cause wild regional variance; economics are still primary driver.
• Outlook:
  • Anticipate new “super majors” like NextEra, Brookfield dominating assets, with Euclid being essential infrastructure—akin to a “Schlumberger” for renewables.
  • “If 25 years from now, most of our power grid is renewables... the renewable energy industry should feel something like how the oil and gas industry feels today.” (29:24)

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Notable Quotes & Memorable Moments (w/ Timestamps)

• “Doing the diligence on 220 operating solar projects means going through tens of thousands of documents…”
  — Jacob Sandri (10:54)
• “If this is the way that everyone’s doing this, how are we going to be able to deploy this many solar projects at scale if it’s this hard to do 200?”
  — Jacob Sandri (13:57)
• “Investing in renewables is not impact investing. Goldman didn’t raise a couple billion dollars to do impact investing. They did it because they thought it was a good asset class.”
  — Jacob Sandri (17:36)
• “Automation sounds great, but in reality, any of us who are using anything where you can’t get a human to answer a hard question is frustrating as crap.”
  — Cody Simms (40:28)
• “There’s no royal road to geometry, meaning there’s no shortcut to learning it. You have to do the work and do it right. And I think that really spoke to us about the values we wanted to create in a company.”
  — Jacob Sandri (48:54)

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Topic Timestamps

• [00:00] — Jacob’s background, motivation and entry into renewables
• [03:34] — Generate Capital, mentorship under Jigger Shaw
• [08:54] — Goldman Sachs, scale of projects, diligence pain points
• [11:34] — Industry project failure and error rates
• [13:57] — How manual pain led to Euclid’s founding
• [15:57] — What makes solar project management so complex
• [19:25] — Euclid’s bootstrap and initial product approach
• [21:38] — Evolution into software + services platform
• [26:04] — The real AI opportunity in workflow automation
• [27:53] — Industry macro-waves: renewables + AI’s energy impact
• [32:10] — Euclid Power’s growth, team, and business model
• [33:32] — Network effects and multi-stakeholder collaboration
• [37:07] — Balance of automation and hand-in-hand support
• [40:43] — Risks of relying blindly on AI; case studies
• [43:24] — State policy, new markets, what the next decade holds
• [48:12] — The name “Euclid” and its philosophical underpinnings

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Conclusion & Calls to Action

Jacob Sandri encourages listeners who are passionate about renewable energy deployment, or developers/investors struggling with workflow or data complexity, to connect with Euclid Power—highlighting they are hiring across product, engineering, and services roles.

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For further information:

• Visit MCJ’s website and subscribe to their newsletter.

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This summary captures the essential content, topical flow, and memorable insights for those who missed the episode or need a reference.

Transcript

[Cody Sims]

Today on Inevitable, our guest is Jacob Sandri, CEO and co founder of Euclid Power. Euclid is a platform for renewable energy project development, financing and operations with AI enabled services on top. Mcj is proud to be an investor in Euclid, joining the company seed round in mid 2022. Jacob has worked in renewable power for his entire career, joining Generate Capital right out of college and working under Jigger Shaw. He spent multiple years on the investment team at Goldman Sachs's Renewable Power Group before having the aha that led to Euclid and leaving to start it with a couple of his fellow Goldman teammates. Jacob and I talk about how he's seen the renewables industry evolve over the last decade. His theory of change, the observations he had that led to Euclid and a bit about the current product and traction. We also touch on his thoughts on AI power, demand curves and so much more. As I see it, Jacob is riding two large waves with Euclid. The inexorable growth of solar and storage and the curve bending technology of AI and workflow automation. From mcj, I'm Cody Sims and this is inevitable. Climate change is inevitable. It's already here, but so are the solutions shaping our future. Join us every week to learn from experts and entrepreneurs about the transition of energy and industry. Jacob, welcome to the show.

[Jacob Sandri]

Thanks Cody. I'm excited to be here. I've been putting it off for a.

[Cody Sims]

While so I know we finally got you on here. It's great. Now you can tell us all your secrets.

[Jacob Sandri]

Exactly.

[Cody Sims]

Let's start. You have built a career in this whole space of renewable power truly at an incredible time in this industry. Looking back to, it looks like your very first fellowship while you were in college was at Mosaic. You have been in it basically for your entire working career.

[Jacob Sandri]

Yeah, that's right. Growing up I was a really mathy kid. I was also like a super competitive athlete in high school.

[Cody Sims]

What sport?

[Jacob Sandri]

I was a runner. I ran track.

[Cody Sims]

Oh, I didn't know that.

[Jacob Sandri]

Yeah, I was like a state champ in the mile in high school. I ran in college but in high school I got really into social issues so I thought I was going to go into politics or work for an NGO or something. And I think that happens to a lot of people who end up in renewables. There's like multiple people at Euclid who their last job before they got into renewables was working for like PERG or Environment America. And in college I got an internship at this company called Mosaic. Not the web browser, the NOW Solar Loan Financing company. And I think it was this really beautiful mix of this issue that I cared so much about, but also using math and science and numbers and goals. And it, like, spoke to my sense of competitiveness. And I was like, this is what I want to do. I just love this. The founders of that company were amazing. I ended up taking a semester off. I lived in Billy Parish's house for six months so I could, like, afford to be an intern at Mosaic and became close with Dan Rosen, who. Those are the founders of Mosaic, and they're early advisors for us.

[Cody Sims]

Amazing. You were at Generate Capital pretty soon after college. Explain the experience of working with Jigger and being part of that whole thing.

[Jacob Sandri]

I think at the time, renewable energy still felt like alternative energy. And so there was a lot of thought around if we're going to accelerate the deployment of renewables, we need to get more capital to flow into this space and figure out how to do that. And that was actually Mosaic's original business model was there's not enough people investing in renewables. You can crowdfund your solar project. That was like the original business model for me. I was like, great. I want to figure out the answer to this question. Why are some rooftops have solar projects and then some rooftops are empty? Who knows why you're in college? You don't know how anything works. And the people who knew that were the finance people. They understood how these deals came together and who paid who and how it all worked. I think of two views of the world about renewables. One is what I call the Bill Gates view of the world, which is we need breakthrough new technologies if we're going to decarbonize our grid. So we need fusion and new battery chemistries, et cetera. And then I think there's the Jigger Shaw view of the world, which is we have and have had all of the technologies that we need. The silicon solar panels that we're deploying are the same ones we've been deploying for decades. The batteries that we're deploying on grid scale are the same ones in EVs and in your cell phone. And by the way, they cost 10% of what they did 10 years ago, but we need to deploy it faster. So how you do that. And at the time, it was really about how do we get more financing. So I was like, this Jigger guy seems super interesting. I need to get a job. And I just, like, luckily got a job at Generate out of college. And I think they didn't make the mistake of hiring someone out of college again for five years after that. So yeah, I got to be like employee number eight at Generate. Jarrett was like my manager for a bunch of that time and just got to see what worked, what didn't and get a crash course and like, how do you invest in projects?

[Cody Sims]

Being employee number eight at Generate certainly had to have come with quite a bit of learning. What an amazing opportunity to work with Jigger so early in your career. How in the world did you land that gig?

[Jacob Sandri]

It was like through a professor at school. Knew him. And I think one of the things about Jigger is he obviously has this huge Persona. One of the amazing things about him is he'll meet with anyone. There were times when I would be in New York when I was at Generate and he would like invite me to breakfast and he would be meeting with installer of every energy efficient appliances in Queens and like, just want to understand how he could support when he goes to conferences. He would just be like, hey, I'm going to camp out at this bar at this time. Anyone who wants to come hang out and chat. And so I think he was just down to like meet me.

[Cody Sims]

He reminds me of. From my time at techstars, I got to know Brad Feld really well. And Brad Feld at Foundry Group is this famous VC who everyone feels like they know Brad and they're like best friends with Brad and they're like, oh, I know Brad. And in reality they exchanged emails with Brad three times in 2012. But he makes everyone feel like they know him and he knows them and people who have a way of doing that is such an amazing personal touch. And I totally agree. Jigger has that in spades. And it's cool that you were able to crack into that so early in your career.

[Jacob Sandri]

I feel super fortunate. And the folks at Generate are just really smart and it was like a really interesting, for me, intellectual exercise and in which technologies work and why. What's interesting for me coming out of that is then I was just like, I actually just want to do larger scale solar and storage. Because I felt like a lot of the story of how we were going to decarbonize was actually going to be written by large scale deployments of solar storage and wind and that a lot of these other technologies, while I'm hopeful that they're going to like get traction and take off, I think for me I was like, where I can have the most impact is all of the problems that we're seeing in these technologies that were starting to become like the down the Fairway renewables investments, but actually still had tons of challenges getting deployed. Lots of errors and all of the things we saw when we started Euclid. But I was like, I want to focus there.

[Cody Sims]

They were getting kind of boring. You know how to do them and yet they're actually still a lot to iron out. And so your mission was how do I go actually take this thing that clearly has Runway, it doesn't need to have a bunch of technology risk figured out or whatnot and really help it get to scale.

[Jacob Sandri]

I think when we were at Generate, it sort of felt like solar and wind. The problems were solved and those were just being deployed. And the focus was what are the next generation of technologies that the technology is proven but the business model and the financing for it isn't. So solar thermal was something we were looking at. Batteries was actually one of the things we really got right because at the time we were doing those early behind the meter like stem deals and then now batteries are some large percentage of the new power on the grid is batteries. Back then it was like nothing. But there weren't that many things like batteries that became that it was really just batteries. And we've seen developments other places, but we're still not deploying enough solar. For me, the reason I moved from Generate to Goldman was Goldman raised a couple billion dollars and they were like, we're just going to do solar. And I think a lot of people were like, that's boring. But for me I'm like, no, we need to be doing way more solar deployment than we are today. It still felt like that asset class was underfunded. And I was like, cool, if Goldman can make a good business out of this, then other people should follow. And so that's sort of why I went to help launch the Goldman Sachs Renewable Power, which was where I was working before we started Euclid.

[Cody Sims]

And I saw just a few stats that you listed on your LinkedIn. You were there from a period of zero to $3 billion in asset growth. Goldman and you worked across over 250 utility scale and commercial industrial projects, rolling out solar and solar and storage, I assume.

[Jacob Sandri]

Exactly. So it was a mixture of operating assets that we acquired and then we did some of the first really big utility scale solar and storage projects in California. And then soon after much bigger projects got done. But this is sort of where we came up with the idea for Euclid. I like to tell a story where the idea for Euclid was actually incubated in a Trump owned building in San Francisco. The way we get there is I joined Goldman in 2018. That's around the same time that Ryan and Brian, who are my co founders at Euclid, also joined and they led technical diligence and construction management for the fund. And I was on the investment team. And one of our first investments was acquiring all of SunPower's at the time operating CNI solar projects. 220 rooftop solar projects, mostly like schools in California. That was a $600 million portfolio. Goldman was like really supportive of us even though we were 26 running after this. I built the model and led the bid and we got the term sheet and we thought we were going to have like four months to close. And they told us that we had six weeks because they were like, oh, we have public reporting. We're public company, we like want to move this. Something that I like to say is investing in renewable energy projects as an asset is not like investing in a startup. At a startup, you're fine if seven out of your 10 investments go to zero and hopefully one of them a hundred X's, there's no solar project that can a hundred X. These are like 6 to 8% unlevered. Once you've built it, there's nothing you can really do to like make it better. Most of it is downside protection. And if you miss something when you're doing diligence, you can't like go back to the person you sold it from and be like, oh, I missed this. They're like, sorry, like we sold it to you. Doing the diligence on 220 operating solar projects means going through tens of thousands of documents that are permits and interconnection agreements and revenue contracts and operations contracts.

[Cody Sims]

By the way, Jacob, a lot of projects that get some kind of funding do ultimately die on the vine, I think because of interconnection queue problem or oh gosh, we didn't realize there was going to have to be this amount of transmission built to actually connect the project to the grid. And oops, the project costs just increased by some factor where even though we sunk some money into it, we're not going to end up doing it. This happens quite frequently in the space, does it not?

[Jacob Sandri]

60% of projects are delayed and 30%.

[Cody Sims]

Fail altogether after money has already gone into them. Some degree of money, not the full boat of financing, but some amount of money.

[Jacob Sandri]

And in some ways when you're developing projects, this is part of the business, you know, some of them aren't going to go there. What's really frustrating for people in the industry is how much of this is unforced errors. So it's projects that could have been built or could have been built on time, or could have been built on budget. But miscommunication or poor data management, or not knowing the right questions to ask lead to these problems. I think we hear a lot about the interconnection cues, but when you're in the field and in the industry doing these projects, you see a lot of other stuff that happens. You didn't realize you were building on a wetland, and you should have if you had done your work. And then you have to cut the project in half, or you have to cancel the project altogether, or you don't even realize that until after it's built. And then you're like, damaging a wetland, and then you're getting sued about it, or you've been accepted for an incentive program. And every few months you need to update the incentive manager with information about your project, but no one tracks that you're supposed to do that. And so you just forget. And then you spend millions of dollars on this portfolio of projects. You forgot to update your incentive application, and it gets pulled. This stuff sounds crazy, but this is what's happening all the time in our industry. And it's, like, super frustrating. We knew that we had to go solve these things and that the underwrite was going to be based on our work. And so we spent a bunch of time in San Francisco meeting with the SunPower team on this portfolio in their offices all day until, like, the room fogs up and everyone's giving away deal points because you're just exhausted. And then we would hole up at the Goldman office, which is at this building called 555 California, which is one of Trump's marquee office buildings that he owns. My now co founder Ryan and I, we just built a bunch of spreadsheets and tools and processes to figure out how do we actually feel good about making an investment in 220 projects where you have to know all of the information is right. I think I cried twice trying to get this portfolio done, because, I mean, it's $600 million, you're 26, and you're like, if I get this wrong, does Goldman own my soul for the next thousand generations for me to pay this back? And we end up getting the deal done. But in the process, we were sort of like, if this is the way that everyone's doing this, how are we going to be able to deploy this many solar projects at scale if it's this hard to do 200. We just felt extremely overwhelmed. We sort of took those tools to the next big deal that we did, which was with a publicly traded solar developer. And they looked at those tools and they were like, this is the best thing we've ever seen. And we're like, how is that possible? And we sort of had that experience a bunch more times and realized that the industry is full of extraordinarily smart, hardworking people that are just moving very fast to get their projects done and often not slowing down to invest in their tools and processes that they need to do it often because they just don't have the resources or time or expertise. And Ryan, who was in that story, Brian, who led construction management and felt all of this stuff, when it came to managing construction of these projects, I think we found that we were the ones who really liked to build those processes. And we hated to see all of these unforced errors and challenges and people just feeling sort of burnt out and overwhelmed. So we decided at the end of that, let's go solve this for the industry. And I think on my journey, I got to a point where it no longer felt like we were doing alternative energy. 93% of power coming onto the grid last year was renewables. We were getting outbid by Apollo and Carlisle and Brookfield. Like, there's lots of money had been raised to go after these investments, but it was just really hard to get them done and it was really messy. And so that's why we decided to start Euclid.

[Cody Sims]

What is complex about building these projects? What are all these documents and workflows and back and forths that need to happen that make these so challenging? And I think one thing you have said to me, when I've asked you that before, is it sounds easy, it's a solar farm. But these are power plants. They are complex, they're important, they're high voltage, they're potentially dangerous. But maybe just break down some of the complexity. For those of us who haven't built a $600 million solar farm before, I.

[Jacob Sandri]

Think that's a really good way of framing it, is these are power plants. In 2005, we installed 200 power plants in the U.S. the royal we that was mostly coal, gas, nuclear. In 2022, we installed 10,000 solar projects that were all what we call CNI or Walmart, rooftop size or bigger. So that's a 50x growth in the number of power plants that we as a society are building every year. But we're still building them like it's 2005. When you're doing this, it's not just one person doing this. You're managing a bunch of people, it's lawyers and engineers. And you need to manage procurement and tax and financing. And you're sort of like running a business. For each one of these projects, they literally are their own business, their own llc. And that's across interconnection and permitting and site control and tax and financing and construction and whatever incentive program that you're managing.

[Cody Sims]

And we forget most of the time, I mean there is some off grid, behind the meter stuff, but most of the time the building or whatever that is, if this is a rooftop project or whatever that's sponsoring the project, isn't actually using the electrons, they're flowing onto the grid. So they're getting distributed to people's homes. And they have to be reliable in terms of production because the pricing through which the grid is buying these things is requiring them to actually be delivered.

[Jacob Sandri]

Correct. And this is where we talk a lot about delivering projects on time and on budget. And what happens is you make a mistake, somewhere along the way you promised someone you were going to deliver them power. And if you're six months delayed on that, you still have to deliver them that power in a lot of cases. And so you're buying power from the market or you're paying liquidated damages. And then the other thing is, the way this works at scale is it's a good investment. And I think that there's a lot of what people call impact investing in the world. Investing in renewables is not impact investing. Goldman didn't raise a couple billion dollars to do impact investing. They did it because they thought it was a good asset class. And they looked at it like credit. And they said this is when interest rates are much lower. If you can buy Walmart credit at 3%, but we can do a solar project on Walmart's roof for 7%, that's a good deal. There's 400 basis points of extra return. We think that's worth the risk of this solar project. And so they're thinking about it that way. And so if your system is underperforming, that mass starts to erode. They're looking for a certain return for their investors. And the cool thing is that the biggest pools of capital in the world are pension funds and insurance. And they like investments like this. They like investments that produce stable long term cash flows.

[Cody Sims]

It's basically risk arbitrage with a built in cash flow is what I'm hearing.

[Jacob Sandri]

Right and the sun shines every year more or less the same. But the problem is a lot of this capital was raised by people who thought this was credit. And we actually came out of the group at Goldman was a credit group. They lent to mid sized companies. The difference is that writing alone is very different than building a power plant. I think that's really the problem that we saw was there's a lot of capital that wants to invest in these projects, but getting those projects to get built well at the velocity that they want is challenging. And then for those to be good high performing assets, like that's what the industry needs if we're going to flourish.

[Cody Sims]

So how did this go from being something you were doing inside Goldman to being a broader platform that could service more industry customers?

[Jacob Sandri]

Early days for us, we didn't know how to build software. We like wanted to build a software platform for this. But at first we were like bootstrapping. We just had high conviction that this was something the industry needed because we had seen it. And so we sort of built a bunch of stuff in spreadsheets and went to our old clients and we were like, hey, would you use this? And they were like yeah, but we'd also love help moving this stuff forward. And I think that became largely the vector of our business was people want better tools, they want better processes. They're tired of having all their information spread across eight different data rooms and a bunch of smartsheets and Excel and emails and trying to coordinate. But they also want to move faster. Part of the challenge is they're often limited in like how much headcount they can bring on to their team. They come to us because we can do a lot of the in the weeds diligence work, document management, data management. That unlocks them making decisions faster and that means they can get more projects done every year. And that's really what they're in the business of doing. So that's how we got started.

[Cody Sims]

Give me an example of a customer who came to you and looked for that expertise.

[Jacob Sandri]

So I think a really good example of this is UBS is a big client of ours and one of our colleagues from Goldman spun up an energy storage investment fund at UBS and became a really big client of ours. The way they're thinking about it is they're really good at understanding which markets should we go after that are going to be profitable to invest in for storage and how can we make good investment decisions but not have to build this big operation around managing that. So then they come to Us. And they say, hey, Euclid, can you do a bunch of this stuff for us? Can you manage our stakeholders and vendors? Can you do the project management and can you build process and organization for us? And that's sort of what we do. It spreads the ability to do this to more people. And I think a lot of people are spinning out of development shops and starting up their own thing. And Euclid can be an accelerant for them. And then we also become an accelerant for these larger investors and IPPs who develop and own a lot of projects. And they want to do more, everyone wants to get more projects done. They're often limited by their internal resources and headcount in order to do that. And so we can supercharge it and help them get more projects done every year.

[Cody Sims]

And so you mentioned you didn't know how to build software, and yet here you are now deciding, I'm going to start a software company. Did you know this was going to be a software driven AI company at first, or did you think, hey, there's a need for almost a niche services model in this space and we can basically be a boutique firm that can provide that.

[Jacob Sandri]

We knew a lot of things were broken. So there's this book called Good to Great. We actually send it to new Euclid employees and they talk about, what's your hedgehog concept? And for us, we were like, we want to be best in the world at the process of getting projects developed, financed and built. And if we do that, there's going to be a ton of value. And that was just like the problem we knew we wanted to solve for the industry. I think early on we were like, this industry needs a software platform like a Carta that organize all this documentation and information and provides project management workflows. And we also knew that people needed a lot of help, they needed immediate help and they needed hands on deck.

[Cody Sims]

Jacob, when I first met you, you were like teaching yourself how to code. You saw a software vision, but you.

[Jacob Sandri]

Were, it felt like trying to figure.

[Cody Sims]

Out how to get the company to that vision.

[Jacob Sandri]

This was like pre LLMs. And I think now it's, it's almost like better and worse to learn how to code now because you can get off the ground faster, but you almost don't have to actually like learn a lot of it. So I took the Harvard CS50 class, which you can just take. I mean, this is a great thing about coding. You can just like take anything you want, open source, online. Obviously, to get really good, you need to work with really good engineers. But I was like teaching myself to code. We were building stuff in Excel and Smartsheet and just selling that to people. I think we had a meeting with one of our big clients at the time. It was in person. It's a big client of ours investing hundreds of millions a year across a lot of solar projects. And they sat us down in their office and after we had done a few projects, and this is still when all of our tools were just like in our spreadsheets, they said, we want every project that we do to be in Euclid and anything that you guys can build that will make us faster, we'll pay for. And so I think at that point we sort of looked at ourselves and I think Brian, my coo, was like, jacob, you're not going to learn how to code fast enough. So then we went and raised a seed round. We knew we had something here that we wanted to go after. We were really lucky. 18 months ago, we found our CTO, Kushal, who was at Google pre IPO and all these crazy things and just has a passion for renewable energy. And when we met, he was like, I want to help you guys build this. So now we've been able to really invest in the software and I think in the last, even just like six months, seeing where AI can play a role here. And I think something that's really interesting to me about legacy industries where a lot of data is trapped in unstructured formats. And when I say unstructured, I sort of mean a document. And you can think about the power purchase agreement rate is written eight different ways in eight different PPAs. That makes it sort of hard to build automation and software because you need to normalize that data so you can. What software does is take structured data and transform it into other structured data. I think AI is really cool because it really accelerates the work of our team and getting all of this information into our platform in a way that you really trust and there's provenance back to where that information came from. When we think about on a macro scale, how do we accelerate financing? Moving from people who have capital and want to invest it in projects, those projects, getting done, figuring out what all those workflows are and then figuring out how do we accelerate them is really exciting for us.

[Yin]

Hey everyone, I'm Yin, a partner at mcj, here to take a quick minute to tell you about the MCJ Collective membership. Globally, startups are rewriting industries to be cleaner, more profitable and more secure. And at mcj, we recognize that a rapidly changing business landscape requires a workforce that can adapt. MCJ Collective is a vetted member network for tech and industry leaders who are building, working for, or advising on solutions that can address the transition of energy and industry. MCJ Collective connects members with one another with MCJ's portfolio and our broader network. We do this through a powerful member hub, timely introductions, curated events, and a unique talent matchmaking system, and opportunities to learn from peers and podcast guests. We started in 2019 and have grown thousands of members globally. If you want to learn more, head over to MCJ VC and click the membership tab at the top. Thanks and enjoy the rest of the show.

[Cody Sims]

I've heard you say that a lot of people talk about AI and it's about the chatbots, but really that's the interface. And what's magical about AI is actually what it can do to automate workflows and streamline process.

[Jacob Sandri]

That's exactly right. What's amazing about Euclid is I think we have the best team in renewables. There's a ton of people I think that we found that were like Ryan, Brian and me out in the industry who were the person at their development shop who were in charge of their Salesforce Instance or building all their tools in Excel, and they were frustrated that they didn't have a better way to do this and really good at development or financing or engineering. And we've built this great team at Euclid who really understands these workflows and what's clunky about them. I think that is sort of our secret sauce in our ability to make this better is the passion of our team for finding all the different nuanced ways that this stuff works and then being like, how can we do this better?

[Cody Sims]

Each time you mentioned the seed round you raised, and we were lucky enough to be invited into that seed round by your lead investor, Sparrow Ventures. At the time when we met, you were like, oh gosh, these guys seem like they know this industry as well or better than anyone we've met. Boy, they've got like real revenue. They have marquee clients or customers, but I don't think there's any product here yet. Is this just a services business or what is it? We, we took the leap of faith that you were going to figure out the product thing, and then the AI wave kind of hit almost after that moment. And I feel like you guys are surfing two waves right now. You're surfing the wave of renewables being this huge. What is it, like, 80% of planned capacity on the grid over the next decade or something is renewables. You're hitting that wave and you're hitting the wave of a technology wave that is very good for your business both at the same time.

[Jacob Sandri]

We're in this really interesting moment on the grid. I've been doing this for over a decade, and the story before was never, well, we have too much demand for power. If anything, power was flat or going down because of energy efficiency. And now there's a triple threat of challenges to the grid. The first one is AI, which is like the obvious one that everyone's talking.

[Cody Sims]

About, not AI as a wave. That is a positive on the technology side of your business, but AI in terms of its impact on power consumption is what you're getting at here.

[Jacob Sandri]

Yeah, utilities are panicking because we're building all these data centers and places like Virginia, our total demand for power in the state is going to double in five years. This is coming from a place where, like, it's been going up or down by like 1% per year. And so it's just like completely away from something we're used to. What actually is interesting is our clients are actually seeing just as much demand from manufacturing coming back to the US.

[Cody Sims]

Which is good because we'll see if the AI demand is fully realized or not. I think that's an unknown, but it feels like the manufacturing trend is real.

[Jacob Sandri]

I think this is something that's really interesting and I don't think Biden gets a ton of credit for is we actually like kickstarted a lot of manufacturing in the US during the Biden presidency through the IRA and other programs that they put together. So our clients are signing like big behind the meter deals with steel companies. And I think that is something that's probably not talked about as much in the media. And then the third one is just the electrification of transportation, which is that going to happen on the fastest timeline or not? Either way. One of the things I think about is if 25 years from now, most of our power grid is renewables and all of our transportation comes from electricity, the renewable energy industry should feel something like how the oil and gas industry feels today. Hopefully from a size perspective and an impact on the world, but inflected positively.

[Cody Sims]

Maybe not today, maybe 15 years ago, we forget that. Now you look at the Fortune 10 or whatever and it's all tech companies. But 15 years ago, half of them were oil companies. It was Exxon and Chevron and whatnot. And so for a long time, energy companies ruled the blue chip stock market.

[Jacob Sandri]

Exactly. I sometimes say I want Euclid to be like Schlumberger one day. And if there's gonna be super majors, I think of like Nextera and Brookfield, there's gonna be people who own all of these assets and then there's going to need to be companies that are servicing this industry and helping this industry along. Today you don't drill an oil and gas well without using Baker Hughes or Schlumberger for a bunch of things. And I sort of think about that's the place that Euclid plays as this industry grows.

[Cody Sims]

Do you think you're always in new project readiness or do you think you move into long term asset management as well?

[Jacob Sandri]

I definitely think we'll move into asset management. I think we're figuring out today what that looks like and where the need is. I think there's a lot that is to be desired in that industry. A lot of people are doing it in house and similar problems to what we're seeing in the development and financing moment where it's self built tools that are sort of working today, but you're getting overwhelmed. As the base of installed capacity grows, there's just going to be more and more of a need. I think the other thing that's interesting is we're starting to now see people want to do repowering because they installed with equipment that's 15 years old and a lot of that equipment still works. That's the great thing about renewables is if you manage it right, it can last 30 years. But there's moments where it's like, let's add storage or let's repower. There's also a lot of these projects get traded that are operating and so it's owned by private equity or whatever. It gets traded every five to 10 years. So there's a lot of support the industry needs on that front. But I think we saw a lot of the problems with operating assets when we were at Goldman and we think there's a ton of value there that can be provided once you have interconnection and once you have rooftop space. If those panels are not producing, we're losing out on a bunch of clean electricity that could be on the grid.

[Cody Sims]

What can you share about growth you're seeing in your own business?

[Jacob Sandri]

I think we're at an inflection point for the business. We've grown a lot with our existing customers and we have just really great partnerships with them. And it's a way for us to trial new things to offer to the market. Whether it's software, tools or additional services. I think in the last few months we've doubled our customer base from a logo perspective. We've seen the ways that every project is like 80% the same and then 20% different.

[Cody Sims]

And these aren't small logos either, These.

[Jacob Sandri]

Are big logos in the space, big IPPs and investors. We're increasingly trying to build solutions for smaller developers as well. Last year we had 350 new projects that went through Euclid, so That was like a 3x growth over the year before. Our team's now 90 people and we were profitable last year. And so we're keeping pace with the demand from the industry.

[Cody Sims]

You have a 90 person team just based on a seed round of financing so far?

[Jacob Sandri]

That's right.

[Cody Sims]

Sounds like you've been fairly capital efficient then with the revenue that you brought in.

[Jacob Sandri]

Yeah, super capital efficient. I think that's in our DNA. Ryan, Brian and I, we didn't raise money for the first year and a half. We just bootstrapped. I think we've always believed that you're delivering value if you're getting paid to do the work. I've been in climate tech, we used to call it clean tech long enough and there's a lot of flash in the pan companies and we always wanted to build one that was making a real impact. And we think that's demonstrated through having people pay us for the work that we do and building real business.

[Cody Sims]

One of the things I've heard you describe is how Euclid is a multiplayer product, meaning there are multiple companies interacting with each other inside Euclid and oftentimes companies who aren't even customers of Euclid have to get pulled into the Euclid software in order to participate in a project or a financing. Can you describe a little bit about that network effect model that you've built out?

[Jacob Sandri]

When you're developing or financing a project, there's a ton of different players that are involved. To give an example, when we were at Goldman and we were acquiring a project, we would have Goldman lawyers that needed to look at it. We had external counsel that looked at it. We'd often have interconnection consultants or interconnection lawyers, permitting lawyers. You have an independent engineer who's going to write you a report, you have an appraiser who's going to write you a report. You have potentially other design and engineering firms doing work and the developer also has probably their version of all of those Folks. I think the way this works today is really fragmented. It becomes really annoying and Where a lot of these unforced errors happen is the way we have to do it today is you have to set up a different data room for each of these different groups, and you're sort of redoing the transaction 10 different times. Different people need different documents and different pieces of information. And at Euclid, we were like, we have to centralize this in one place. Euclid becomes a really efficient way to do that, where our sharing and collaboration model is really precise so you can share with all of your different counterparties. They don't have to see each other if you don't want to. You don't have to share everything with them if you don't want to. A lot of times what our services do is they help you move this project forward, and then the software becomes the place that you're actually engaging with and interacting with your stakeholders. That sort of builds the system of record. Everyone is working off shared information, and you trust that information because it's tied back to documents. The bad version of this is what would happen in my past life as an investor is you're going to investment committee the next day and it's 2am and you're finalizing your model because you want to go through all of your assumptions to make sure it's right. You see a new document and you're like, why did the estimated production of the System go down 10%? When did that document come in? And then you're like, panic calling. Like, I was panic call Ryan, it's 2:00am Ryan, what happened? Oh, yeah, we got that like three weeks ago. And just the communication never happened. We try to get rid of those unforced errors and get everyone working in the same place. And it works pretty well.

[Cody Sims]

The simple comparison I have to that is DocuSign. You have to have multiple parties all involved in logging into this thing, regardless of whether they have an account there or not initially in order to get the deal done. But this is more than just signing one set of documents. This is actually coordinating on the actual model of the project itself.

[Jacob Sandri]

That's right. And again, I think everything comes back to documents. Nothing gets done unless it's written in a contract. A solar project is really just this bundle of documents that govern things that people need to do, when they need to do them, and how much they're getting paid to do it. So what we really focus on is can we tie these other workflows back to the documents so that the information in your financial model, or in your Q and A log, or in your Investor presentation isn't somehow wrong because it got telephoned away. And that happens a lot. And so we're really focused on being the place where you store your documents, you trust your documents and you can extract information out of them really efficiently and then organize people around the other workflows, asking diligence questions, flagging risks, tracking next steps, what's the budget for the project, what's the schedule for the project? So that's sort of the vision for Euclid, is that you have this better tool that centralizes all of this in one place and you trust the information.

[Cody Sims]

And you guys still do some hand to hand services with some of these projects actually helping to organize and coordinate the materials. As far as I understand it, how much of all of this can be purely automated through a software experience and how much of it requires large teams and large handholding?

[Jacob Sandri]

The service is a huge part of our business. A lot of the reason people come to us is because of what our team can do using Euclid's infrastructure to move their projects forward. VCs think about, well, software versus services, AI. But our customers are often like, I want to get my projects done. And so we show up to them and we say, we can help you do that and we're going to accelerate this for you. And so if you're kicking off a diligence process, you could do that in Euclid yourself. But often you're stretched across four other deals that you're working on and our team can get you up and running instead of in three weeks, in two days.

[Cody Sims]

I'm guessing your customers also want to know they can always pick up the phone and get ahold of someone if they have a question or can email somebody and get a response and that they know who that person is and they can build a relationship with them, that person on your team and that either that person on your team or your customer can also log into the application interface and navigate it and manage it. So you're all using the application as sort of a central source of truth, but you have someone on the Euclid staff who is knowledgeable on the project itself.

[Jacob Sandri]

Absolutely.

[Cody Sims]

I feel that in vc, even just when I'm thinking about my own fund and like all of the stuff I'm dealing with on the back end, it's nice to know there's somebody at my fund administrator who actually knows what's going on with our capital call or this, that and the other and can work with us on that. So I can imagine when you're talking These very large, complex projects with multiple stakeholders, they always want someone who can pick up the phone.

[Jacob Sandri]

That's what they love about us. And our team is really passionate about these projects getting done right. We like to say we care about our clients projects like they're our own. Our success is in them getting them done. Sometimes people ask this question of, well, can you just automate all of this away? And I think there's a few challenges with that. First is the cost of errors are really high. Even really good AI still makes mistakes. It hallucinates. And the level of complexity and reasoning that our team is doing is far beyond what you sort of think of the reasoning models doing, which are chatting with themselves. But the knowledge and expertise across these projects and how, like, multidimensional things interact, that's what our team is really good at. We like to think about how can we standardize and streamline a lot of this work and then set it up for our team who really knows what they're doing to make sure no mistakes are made. And our clients are paying us for that. They don't want us to just throw AI at it and have it all automated away and then no one ever looks at it and then there's a mistake made. So we think about how can we balance both of those things and. And where can we leverage AI to make us way faster, but still make sure a human is signing off and making sure that things aren't going wrong? I think the second thing is just like this knowledge that we're getting a lot of. Even good developers might do five projects a year. We've done 700 projects at Euclid. And so we've seen a lot of what can go right and a lot of what can go wrong. And that base of knowledge, plus all of our background and experience means that when we come into situations, when our clients need help, a lot of times we're like a really good thought partner for them on how to move things forward. And so clients love having that. They really love the people on our team that show up and help them push their projects forward and get things done. And then I think they also love that it's way faster and that they have these great tools that they get to use this world that Euclid builds for them. And I think that really the value that we provide is the mixture of both.

[Cody Sims]

Automation sounds great, but in reality, any of us who are using anything where you can't get a human to answer a hard question is frustrating as crap.

[Jacob Sandri]

When everyone left cursor like A week ago, because the AI like hallucinated. Did you see this?

[Cody Sims]

No.

[Jacob Sandri]

Cursor had this login bug a week ago where if you switch devices it would like forcibly log you out. And then people messaged the customer success chat and the customer success chat hallucinated that this was a new policy that like actually you were going to get logged out, but it never actually was a policy. So then everyone churned from Cursor. In that case, it's like, okay, well it's not good for cursor. But nothing bad happened in the world. But errors like that on solar projects can be something starts on fire or someone loses millions of dollars, someone loses their job. People can get hurt. And so for us, we're trying to be really thoughtful about, where is automation and AI really real and really built into our workflows and helping really repeatable tasks become much faster? And where is it hype? Where do you actually really want a person who's really smart and has done this a bunch of times to like sign off on something or give an expert opinion?

[Cody Sims]

Have you found any areas where it's still very much hype?

[Jacob Sandri]

I think you've heard my view on how ChatGPT in some ways convinced us all that generative AI should be delivered through a chatbot form factor. I think that a lot of folks who work in industry like renewable energy, and their job is working in budgets and in schedules. What they want is those tools to be filled out right? And for them to be able to use those tools to do the things that they need to do. Having to leave and go to a chatbot form factor is often not that helpful. You can send it your interconnection agreement and say, hey, summarize this. But then all that information is still like in the chatbot. And so I think what OpenAI's engine can do is amazing, but it's really, how do you apply that and how do you build that into workflows? I think that's where a lot of times there's this difference between something that might demo really well and look really pretty and it does really cool things that you're like, that's better than a human could do it or something. But when it comes to these really complex multi step workflows, I think what we really focus on is where can we deploy it in those workflows that make it faster and give people the opportunity to spend more time being thoughtful and strategic and less time churning out the same work.

[Cody Sims]

The last question I want to ask you is you got into this industry realizing that ultimately there was a huge amount of room to run on solar and now solar and storage, it was kind of the big boring. You didn't need to innovate a ton on the actual technology. You just needed to streamline how it gets to market and bring more capital into this space. We're now, I think at this point of inevitability where the capital is also knows that you mentioned all these big mainstream sources of capital that have moved into the space now with billions and billions of dollars. What do you think the next decade looks like?

[Jacob Sandri]

So I think in a lot of ways the next decade looks like how Texas and California looked at periods over the past decade where there's going to be places that developers really figure out how to open up a market. And that is typically some mixture of the dynamics of the power market or the ISO state incentives and programs. And I still think the story is just going to be a lot of solar and storage.

[Cody Sims]

The state incentive side is this story that just doesn't get told. I did an episode prior to the election last year and Caroline Spears was one of our guests. She focuses on state and local policy related to climate and clean energy. And she talked about Arizona as an example where you. You almost can't build solar in Arizona at scale for various political reasons. I don't quite understand, but it kind of blew my mind to hear that. I don't know if you have a take on that as an example.

[Jacob Sandri]

I don't have a specific take on Arizona, but I think the history of the last 15 years of renewable energy growth has largely been there's an array of reasons why different markets work and don't. It's a mixture of what's the avoided cost of power and is solar cheaper, how much insulation do you get, how much sun is there? And then are there specific incentive programs incentivizing this. So the Northeast has been really great because New York and New Jersey and Massachusetts had really thoughtful state incentives to spur growth. California was great because early on they had really good incentives. And then it's just there's a lot of sun and power is expensive. And then Texas, which you wouldn't imagine being flagship state, has been the biggest state for solar and storage. And that's just because they have a pretty free market and it's easy to build and there's not as many permitting requirements and they need a lot of power because of the way the market is set up. What we are going to see going forward is I continue to think we're going to see solar and storage being the biggest part of the story. They were 84% of new power last year. I think they're going to be about the same this year. The need for new power, I think will force new markets to open because a lot of the place for building manufacturing is in the Southeast. And so even if those states might not have friendly policies for renewables, they need power. And the fastest and cheapest way to get power these days is solar and storage. I think we're going to see new markets opening just because, out of necessity, we need more power. I don't think we as a society know what it feels like for power demand to go up 5% nationally every year. And it's going to feel very different. Jacob, if the fastest way to get.

[Cody Sims]

New power online today is solar and storage, why do we hear all these stories of all these data centers that are getting built that are having to revert to natural gas?

[Jacob Sandri]

You see a lot of data centers that want to get up and running really quickly, and they don't themselves have a bunch of land. And so what can you do is you can put gas gen sets that have a smaller footprint and they're firm, and so they're like, operating with you around the clock and they're having trouble, like, getting power from the utility because the utility can't service them or the prices are too high, and they, like, want to get a head start. From a systems perspective, though, we're going to end up as a society needing a lot more power. And as a society, we're going to be fulfilling that by continuing to build a bunch of solar and storage. The backlog on new NAT gas gensets is like five years. We're going to see what it takes to respond to this power demand, but I think it's going to force us to hopefully move a lot faster in the deployment of renewable energy technologies.

[Cody Sims]

Well, hopefully. Then Euclid's ability to streamline workflows, reduce errors, get things to market more quickly becomes a larger and larger part of that. And I guess with that, I really appreciate you taking the time to come on here and not just talk about Euclid, but talk about what you've observed in more than a decade now of working in this space right at the epicenter of the boom in renewables. Is there anything you want to leave us with? Any remarks, any asks, anywhere you need help that you want to share?

[Jacob Sandri]

First of all, Cody, thanks so much for having me on. I really wanted to wait until you made the title of the podcast Inevitable. I love the new title and love the place that you've been playing in this broader climate tech ecosystem for years. I know part of that is helping people connect with companies that are doing great things. So if you're listening to this and you have a passion for accelerating renewable energy deployment, we're hiring across roles, product engineering, services. So reach out if you want to build something truly impactful. And we'd also love to meet folks that are renewable energy project developers or investors that are facing challenges with efficiency or workflows or data complexity. And we'd love to see if we can help.

[Cody Sims]

I have one other question for you, even though I said I already had my last question.

[Jacob Sandri]

Euclid.

[Cody Sims]

Gotta unpack the name here for us.

[Jacob Sandri]

Euclid often called the father of geometry. And we think of geometry. You're bringing structure and clarity to the complexity of math. And so when we were thinking about names, we wanted something that was inspirational like that. So we really liked that. To us, we saw renewable energy development as similarly complex and in need of clarity and order and efficiency. Geometry is the first principles that you bring to anything that you're building in the world. And we felt like the industry was forced to take a lot of shortcuts or not quite do things right because they didn't have the tools or expertise or support needed. So we were focused on doing things right and on the first principles of doing it. One story I love to tell is Euclid. He lived in the time of Alexander. Alexander's successor was King Ptolemy and once went to Euclid and was like, hey, this math stuff is really complex. Is there a shortcut to learning geometry? And Euclid replied, there's no royal road to geometry, meaning there's no shortcut to learning it. You have to do the work and do it right. And I think that really spoke to us about the values we wanted to create in a company.

[Cody Sims]

Jacob, thanks so much for your time. This has been fun.

[Jacob Sandri]

Cool. Thanks Cody.

[Cody Sims]

Inevitable is an MCJ Podcast. At mcj, we back founders driving the transition of energy and industry and solving the inevitable impacts of climate change. If you'd like to learn more about about mcj, visit us at MCJ VC and subscribe to our weekly newsletter at Newsletter MCJ vc. Thanks and see you next episode.