AI Engineer World's Fair 2025
Building a 10-Person Unicorn
About this talk
Gumloop founder Max Brodeur-Urbas explains how his team sought to scale an AI workflow-automation company with fewer than ten people. He describes the transition from an Auto-GPT interface to configurable workflow nodes, selective hiring and recruiting from the customer community, focused team-building sessions, and using Gumloop itself to analyze chatbot conversations and automate internal work.
Chapters
- 0:00The ambition to scale Gumloop with fewer than ten people
- 1:23From Auto-GPT and Agent Hub to workflow automation
- 3:23Exceptional hiring and recruiting from the customer community
- 5:57Small-team culture, work trials, and customer relationships
- 8:57Automating internal operations and learning from chatbot conversations
Talk transcript
- 0:00
[upbeat music] But, uh, yeah, I'm Max.
- 0:15
I'm the founder of Gumloop. We went through YC a year and a half ago now, Winter '24. So we've been a, a pretty notoriously small team since then. Um, we raised a Series A as a team of two and have...
- 0:28
are now nine people. But, uh, this tweet was kind of like the one that inspired this talk, like how, how we scale to the, uh, the size we hope to be with fewer than ten people.
- 0:39
I'll be honest, I tweeted this when I was extremely caffeinated and, and really thought I was gonna rule the world. [laughing]
- 0:45
Uh, we're on, on track roughly. Uh, we're less than 10 people and growing really fast. But, um, this was also a good Twitter post for hiring because we wanted to hire exceptional people, and I think, uh, working on a small team is really fun.
- 0:57
So, uh, I thought I would go over... I'm sure at th- this conference you've heard a lot about like what AI tools to use and how to work efficiently with Cursor and Windsurf, but I was gonna focus on how you actually...
- 1:07
like once you're efficient with these AI tools, how you build a team that's, uh, has the right culture and can actually scale and do the things you're, you're setting out to do.
- 1:15
But, uh, the first thing I was gonna go over was kind of how we got here. So I spent like six months building up a ton of terrible, terrible software.
- 1:23
Uh, I made like voi- video game moderation software. I made ML models to detect children's age in video games so that you could se- uh, separate adults from children in VR.
- 1:33
I made bot detection software. Um, and then as a side project on top of my side project, I made the first UI for Auto-GPT, which was this like really hyped, uh, open source framework that came out right at the start of the agent craze.
- 1:46
And, uh, I... basically, I noticed that everyone in this Discord was excited to use AI, but they had no idea how to actually clone a GitHub repo or set things up locally.
- 1:56
So I just spun up like a really ugly UI. I called it Agent Hub at the time. My thought was that it was gonna be GitHub for agents. Uh, I, I thought this was really genius.
- 2:04
But it, it was all kind of built upon the, uh, idea that agents were gonna be immediately useful. So we pivoted pretty quickly after this. But, um, I noticed that all of the people who were asking the agent to do things were basically just describing complex workflows.
- 2:18
Like if they knew how to write some Python, they knew how to make some API calls and some LLM queries, they could, uh, basically automate their entire request. They don't need to like cross their fingers and hope that the, the agent will do it for them.
- 2:29
So yeah, that was the realization. It was my co-founder and I at this time. We just started, uh, kind of editing how you could, uh, configure an agent. Instead of asking for everything that you wanted, you could actually define the steps as a series of, of, uh, like nodes in a workflow.
- 2:43
Um, and then we got into YC a few months later. We raised a Series A. Uh, we hired two interns for the summer, and then we raised a serie- or we, yeah, we raised a seed, then we raised a Series A about like four months later.
- 2:55
And, uh, we were just a, a really small team, kind of overfunded, but raised a lot of money so that we could hire the most exceptional people,
- 3:02
um, o- over the next year. And the, the general idea was just scale with under 10 people because we, we noticed after working at Amazon and Microsoft that working on a super small team is really fun.
- 3:11
You can just, uh, move way faster, not sit in meetings all the time. Um, so now Gumloop is this... it used to be way uglier, but it's this, uh, workflow automation tool that a bunch of really large companies are using.
- 3:23
Um, so I thought I could go over how we approach hiring, internal operations, and then team culture. Uh, these are like things that we, we talk a lot about internally, my co-founder and I.
- 3:33
Um, I did wanna put a disclaimer here. I don't actually know what I'm talking about. I, I'm trying to figure out if we're just getting lucky over and over or if like our approaches are actually working.
- 3:42
But take everything I say with a grain of salt because, uh, could be totally off base and it might ruin your company if you do what I do. [laughing]
- 3:51
So the, the three things that we try to do internally when we approach hiring are be super, super picky, which is painful, um, most of the time. Product-led hiring, uh, buzzword that we, we've been trying to coin, and then making time to work together, which I'll explain in a second.
- 4:06
But, um, this is a screenshot from the, the co-founder of Instacart who ended up investing in our company and, and we would ask him for advice 'cause he scaled a large company before, um, running candidates by him.
- 4:16
And, and one time I asked him, like I sent him a candidate that I thought was pretty good. Uh, this was his only reply. He, he tends to write very short emails.
- 4:24
But, um, emphasizing that you shouldn't lower the bar. Like if you aren't extremely excited about someone, like if it's not a no-brainer, you shouldn't even consider hiring them. Uh, so we've done like hundreds of interviews and tons of work trials, which I'll explain in a second.
- 4:36
But if you're gonna be a super small team, every person needs to be absolutely exceptional, um, which m- oftentimes makes like investors of yours like confused because you're still such a small team and they gave you so much money to scale.
- 4:48
But you have to kind of be really, um, uh, thorough with your screening and then also really confident in every single person you hire.
- 4:57
We, we've been trying to coin this term of product-led hiring. So two of our customers ended up quitting their jobs to join the team, and, uh, that was like the...
- 5:04
one of the easiest decisions we've made in terms of hiring because they already loved the product. They had a ton of insight into how it could be used in a business.
- 5:10
So like our customer from Instacart, the one who originally found us and brought us into the company, he ended up quitting and joining us, and now he does a lot of our, uh, like enterprise relationships and working with our larger customers.
- 5:21
And then this screenshot is our head of education and community. He was at Webflow before, but, uh, had a, a Zapier course and a ton of automation, um, workshops that he was selling, and then found Gumloop and got super excited.
- 5:32
So that was a no-brainer. But I think if you can focus on making a really great product that obviously happens to be accessible to people who you wanna hire, um, there's a bit of luck involved there.
- 5:42
But it helps with the hiring process because they know exactly what you do. You don't have to like inspire them to join the team. They, they wanna join on their own.
- 5:50
And then making time to work together. So I think this is only... Hopefully, this video plays.
- 5:57
Uh, yeah, okay. This is only really possible if you have a really small team, but we do this thing where we, uh, rent Airbnbs and we just go hack together for like four days at a time.
- 6:07
We, we make like three weeks of progress in a couple days. But, um, the two people sitting on the left there are actually work trials. Uh, they, they were like interviewing at the time, but we brought them with us to [REDACTED:location] to just hack.
- 6:18
And, uh, I think p- doing this really intentional sort of working together period is the only way you'll actually know if you wanna work with someone. So we always bring people into, into work trials.
- 6:26
They are on the team for several days as if they already joined the company. Um, and then by the end, we're like totally confident whether this is the right fit or not.
- 6:34
And we've done way too many of these, honestly. Uh, but it's helped us make sure that everyone on the team is exceptional.
- 6:42
Um, another thing we try to do in terms of operations, I mean, there's three things here. We have almost no meetings, uh, purposefully so. I try to just let people build.
- 6:52
Like, I hired great people, so my plan is to give them the space to build, which is easier said than done. And then, uh, we automate everything internally, which is kind of a Gumloop self plug.
- 7:01
But yeah, in terms of our calendars, like my calendar is always insane 'cause like we're talking to customers and, or I'm talking to customers and I, I flew back from New York this morning, for example, because I was working with customers in person.
- 7:11
But everyone else's calendar should ideally be totally blank. Um, we try to just give everyone deep focus time. If you're an engineer and, uh, we hired you to build exceptional products, like we, we, we should let you do that, not make you talk about building exceptional product for five hours every day.
- 7:27
I think that's only possible if you have a really small team. Because normally you'll have like five person on... five people on a project. You'll have to sync and kind of agree on the terms before you even start working, and that just leads to, uh, kind of slowness everywhere.
- 7:40
So, um, also letting people build. So, uh, I, I used to be really involved in every aspect of like every feature we shipped, but now that we've hired exceptional people who are all better than I am at basically, basically everything, uh, all I do is kind of like inspire.
- 7:57
I try to inspire what the features we should build are. So I'll, I'll make these like really stupid p- uh, descriptions of the features that I think we should build based on talking to customers, and then I just let people do their thing.
- 8:07
So that, that's kind of like only possible if you hire great people, but once you do, you, you can really just take a, a backseat and give them the space to be exceptional.
- 8:17
And then automate everything you can. So this is our internal Gumloop instance. We, we automate basically every part of the business a- as much as we can, and if there's something we can't automate, then we build features on Gumloop to l- let us automate it.
- 8:28
So like before every meeting, we have like a deep research report that tells us everything we need to know about the customer, not just their outward facing information, but also like how they're currently using our product.
- 8:37
Uh, are they a power user or not? What features are they using? So we- we're like totally informed going into the meeting. Um, we have every time someone interesting signs up, we get notified, uh, uh, why...
- 8:48
what they're doing on the platform and also like a, a email drafted in my inbox, so I can reach out to them, uh, hop on a call and like talk about why they, they have been-- they made that free account.
- 8:57
That's led to a ton of our growth. Um, we have an AI chatbot on the platform, for example, that gets like fifty thousand messages a day. But we have a Gumloop workflow that reads the chats with the chatbot so that it can tell us what people are confused about, and then we use that to inform our product
- 9:10
decisions. So, uh, a lot of these little tasks in the company would have been someone's role or taking up like three or four hours of their day, but now we, we use our own product to automate everything.
- 9:21
So also a lot of luck involved. You can be a small team if you are an automation company, but, uh, if you use Gumloop, maybe you guys could be more efficient.
- 9:29
That's the plug. [audience laughing] All right. Um, so culture-wise, I think this is the most important thing. It's impossible to, to talk about having a really exceptional team, uh, if no one's having a good time or, um, they're quitting.
- 9:42
So, uh, we... I mean, one of the most annoying things I say, uh, at like basically every day when we talk about a feature that a customer's asking for is like, "What if we built it today?
- 9:53
Um, like, what would that look like?" And then it's kind of caught on, and now everyone on the team, I mean, first of all, they're ex-- I've said that like ten times, but they're exceptional and they're really fast-building engineers, so we often just challenge ourselves like, "What if we put on a timer for forty-five minutes and try
- 10:05
to ship this feature, um, right now with Cursor?" Um, but this can lead to crazy burnout. Like, if you're always asking, "What if we did it today?" on a Friday night at eight PM, then people are gonna have a bad time.
- 10:16
So you have to be really intentional about making it fun.
- 10:20
Um, like I mentioned, we do these, these retreats, but we're going, like we're picking a cool place that I wish my like boss would have taken me when I was working at a, a, a company before this.
- 10:31
And then we get a bunch of food and do a bunch of fun things, like we go rock climbing and, and biking and, um, it kind of offsets the intensity of building, uh, with such a kind of like crazy timeline for every feature.
- 10:45
I don't think like anyone would be having fun if we didn't have these like really exciting times to look forward to. I also think this is only possible. You can't fit fifty people in an Airbnb, but you can fit ten pretty comfortably.
- 10:56
Um, and then being really intentional about your company culture is another thing that I'm pretty ademe- adamant about. This is our, our company handbook. It's like a month or two out of date, but, um, basically everything that we say internally, we just put it on a page so that we have to live up to it.
- 11:12
Um, we wanted to kind of hold ourselves accountable for all, all of the, the ways we talk about building a company.
- 11:20
Uh, and this is also like one of the, the things that convinces most of the exceptional people on our team to join or to, to book that initial call because they read our outward-facing handbook, and they know that...
- 11:29
like what we're about before they even meet us.
- 11:33
Um, and I'm kind of at the end of, uh, I was gonna show the video, but cut it a bit short. Um, we are hiring a founding head of growth.
- 11:41
So if you know anyone, you can email me there. Like I mentioned, it's a fun time. Uh, pretty intense, but hopefully
- 11:49
you know someone or you wanna join the team and, and help us scale.
- 11:54
Cool. Okay. [audience applauding] [upbeat music]