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Non-Engineers Are Now Shipping Code With Agents | Alli Pope
Alli Pope says agents are changing how marketing teams work, but developer community and high-taste brands will still set AI tools apart.
MTS · Sophia Dew
- Alli Pope is VP of New Media and Startups Marketing at Factory.
The best minutes
- 3:56Nontraditional marketers can differentiate similar products3 min
- 13:13AI automates routine marketing work, not creative judgment3 min
Also worth watching
Skip the career-change and hiring backstory, the elementary-school reunion and Stanford anecdotes, and the closing sponsor reads.
Full analysis · 5 min read
Real Alpha · Nov 7
Alli Pope says her marketing team shipped PRs daily
- Pope says her whole Vercel marketing team shipped PRs daily by the time she left.
- That shows a workflow change, not measured productivity; she now markets Factory's engineering product.
- Teams should measure output and rework while keeping human judgment over creative work.
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7 sections, the 4 other voices it tests Pope against, and what it means for you. Every episode we cut gets one.
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Daily PRs put technical work inside marketing
Pope called marketing organizations shipping PRs daily historically untraditional. By the time she left Vercel, she said, her whole team was doing it.
That shows a change in who can contribute to code, not a measured productivity gain. The episode gives no count of merged PRs, time saved, or review defects.
For example, Pope said Factory's finance head is one of its top users. That surprised her because she expected engineers to dominate product use. Cross-functional use suggests the boundary is moving, but one user's activity cannot establish organization-wide adoption.
“by the time I left, my whole team was doing.”
Our read
The useful signal is technical work spreading beyond engineering, not proof that more output comes free. Measure what new contributors ship and whether it holds up.
Factory pitches speed to startups and enterprises
Pope says Factory has seen adoption at some of the largest global enterprises. She also says AI-native startups are beginning to benefit, building more with smaller teams.
Her pitch bundles speed, capacity, and quality, but offers no customer count or before-and-after measure. For a buyer, productivity remains a proposition to test, not an established return.
Factory is the employer and the product she is marketing, so her account has a commercial interest. Bernt Børnich, on Relentless in September, separately said he would keep 1X's engineering team smaller longer. He tied that view to product complexity from people interfaces, not agents enabling small teams.
Our read
Treat the speed and quality story as a hypothesis for your workflows. Børnich offers a separate argument for lean teams, not evidence for Factory's product benefits.
Marketing differentiates companies as products converge
Pope sees companies moving toward similar products, making marketing, developer love, founder love, and community more important differentiators. That is a strategic view, not a measured account of what currently drives market share.
Her path gives context for that view. She moved from venture and product work into marketing at Vercel, then joined Factory to reach developers and founders. The episode details say she helped build Vercel's startup program.
Pope points to Vercel's developer community as a model, while describing Factory's community as something to build. That difference matters. The episode shows her mandate, not a measured comparison of the companies' loyalty or growth.
Our read
Marketing may need people who understand products and users, not only campaign execution. But community cannot substitute for a product customers keep choosing.
Agents automate routine work, not creative judgment
Pope says AI speeds up documents, gets work to an MVP faster, and helps her monitor social media. Her rule is to automate tasks that are not high leverage for her.
For example, she tested whether AI could make a funny post in her voice and found the output cringe. She says creative ideation remains human, at least she hopes it does.
Dylan Field said on All-In in October that AI lowers the floor while people raise the creative ceiling. That aligns with Pope's experience, but neither account measures how often a person must revise the output.
Our read
The boundary is a workflow choice, not a permanent rule. Automate drafts and monitoring, then track human revisions and rejected output before counting time saved.
Agent recommendations do not erase brand's role
Asked whether agents choosing tools make brand less important, Pope said word of mouth and recognition still matter. Her view is that community and user affinity persist even when an agent makes a first recommendation.
Yet the episode provides no referral data, test of agent recommendations, or evidence that recognition changes a tool selection. A brand might influence a shortlist without determining the final choice.
Harrison Chase said on 20VC in October that expertise, speed, and brand can help startups turn attention into durable advantage. His view is parallel, not evidence for Pope's Factory-specific forecast.
Our read
Brand may shape the shortlist and developer conversation, but the episode does not show how much. Separate agent referrals, personal recommendations, and direct discovery when measuring adoption.
Dogfooding reveals workflows, not customer returns
Pope says Factory employees use the product across functions, with finance among her examples. Internal use can expose friction early and help teams understand what they sell.
But the anecdote includes no baseline, task success rate, or error data. Buyers should distinguish internal enthusiasm from evidence that customer workflows improve.
Sam Newman, on The Pragmatic Engineer in October, recommends splitting systems into modules. His approach, where nobody reviews the code, belongs only on low-risk modules with solid tests and SLOs.
Our read
Factory's internal use is a reason to inspect workflows, not skip bounded pilots. Keep human review close to critical modules and measure rework as well as throughput.
Investor hires signal conviction, not customer proof
Pope said several Factory investors had joined full-time, which she considered a positive signal while deciding what to do next. She described the founders as mission-driven and the team as ambitious and low-ego.
She was three days into the job during the conversation, and she and her husband had angel-invested in Factory before she joined. Those ties help explain her firsthand perspective, but are also relevant context for readers assessing the praise.
Pope predicted Factory's brand would be bigger in a year, with more developers and startups building on it. She offered no adoption, retention, or revenue measure alongside that forecast.
Our read
The episode gives reasons Pope joined and a forecast, not independent proof of product-market fit. Watch for repeat use and customer outcomes, not brand size alone.
What it means for you
- Track assisted PRs. For one quarter, count agent-assisted pull requests, merge rates, review time, and rework. Compare those measures with the same team's recent baseline.
- Set routine-task tests. List routine documents, monitoring, and low-risk code tasks that agents can attempt. Assign a human to approve quality and record revisions.
- Separate discovery sources. Distinguish developer referrals, agent recommendations, and direct discovery. Check which sources lead to trials and continued use.
- Bound factory trials. Choose low-risk modules with solid tests and clear SLOs before trying a no-code-review workflow. Keep human review on critical modules.
What to watch
- Whether Factory provides customer measures for adoption, quality, and time saved behind its speed story.
- Whether agent recommendations change how developers discover and select software tools.
- Whether Pope's one-year forecast of a larger Factory brand and more startup use is checked against adoption numbers.
Send this to product and marketing leads testing agents in real workflows.
Watch the minute where Pope says her Vercel marketing team shipped PRs daily
Written by Real Alpha from the episode's transcript and the other moments it links, then checked against the transcript. Quotes are the speaker's exact words.
Minute by minute
- 0:00Marketing teams are shipping code
Pope says her Vercel marketing team had begun shipping PRs daily by the time she left. At Factory, she sees people across the company using the product to streamline work, including a finance leader who is one of its top users.
- 1:20Pope joins a company she backed
Pope says she moved from venture and product work into marketing at Vercel, where she learned and took on broader responsibilities. She and her husband angel-invested in Factory before she joined as VP of New Media and Startups Marketing.
- 2:50Factory wants to reach AI-native startups
Pope says Factory has seen strong adoption among large enterprises and is now seeing AI-native startups and earlier-stage companies benefit too. She says the product can help smaller teams move faster and improve engineering speed, efficiency and quality.
- 3:56Marketing is becoming more strategic
Pope says AI is changing marketing as well as engineering and product, creating room for people with nontraditional backgrounds to experiment. As products become more similar, she sees marketing, developer and founder affinity, and community as ways to distinguish companies. She plans to develop new content and hands-on programs for developers and founders.
- 6:22Investors cite founders and team
Pope says several Factory investors have joined the company full-time, which was a positive signal as she considered her next role. She points to founders who are mission-driven, humble and supportive, and a low-ego team of ambitious people focused on the product, community and customers.
- 8:04Factory pursues engineering autonomy
Pope says Factory's mission is to bring autonomy to software engineering by increasing the quality and capacity of code and engineering systems. She sees these products potentially changing how major teams and enterprises operate, without offering a market-size figure.
- 12:05Developer community defines success
Pope says her focus is bringing Factory to more developers and building the product alongside them. She credits Vercel's developer and startup community with supporting the company's growth and her work on its startup program, and wants to build that kind of community at Factory.
- 13:13AI automates low-leverage marketing
Pope says AI speeds up her work on documents and early versions of projects, and helps monitor social media; she uses it to automate tasks that are not high-leverage for her. She says AI still produces copy she dislikes and struggles with creative ideas and humor. At Vercel, her whole team was shipping PRs, and she sees people across Factory using its product in their workflows.
- 15:56Brand still shapes tool choice
Pope says brand and word of mouth will matter even when agents make an initial tool recommendation, because community and recognition influence developers. She says people want to associate with high-taste brands and predicts Factory's brand will grow, with more developers and startups building on it.
Published Oct 29, 2026.
Transcript · 17 min read
MTS, hosted by Sophia Dew, with Alli Pope.
Transcribed by machine (Whisper) from the episode’s audio, so a word may be off here and there.
In my team at Vercel, it's not historically traditional that marketing organizations are shipping PRs on a daily basis. That was something that by the time I left, my whole team was doing. And it's the same at Factory. Actually, that's been a huge observation for me is how much everybody on the team is totally dogfooding the product and they're using it to streamline a lot of their workflows. We just had our head of finance post a long tweet about how he uses it for the finance org. And he's like one of the top users of the company, which you think would mostly be engineers. So it's really, really cool to see. Hello, everyone. Welcome back to MTS.
Today, I am joined by the Ali Pope. She is right now going super viral on X, all because of your new career change. Can you announce a little bit about what you shared online? Yes. So I have just joined Day 3 Factory. Congratulations. Thank you. As VP of New Media and Startups Marketing. So very exciting. Brand new role. Welcome, welcome. So this has been really fun. I know a little bit of the lore, just what I've been seeing on the timeline, is this has kind of been a plan or a scheme in the making early on. I think your CEO was talking to Brexton, your husband, about how do we get Allie on. Tell me a little bit about that process. Like, what was that like? And then why did you ultimately decide to join? Yeah. You know, I think, um, so before this, I was at Vercel. Vercel is an amazing company. I had so much fun there and I learned so much on the job. It actually was the first time that I pivoted into marketing, right? I started out actually on the product side before that I was in venture. Um, and I got to see that company really grow and expand and, and, um, it take a lot more scope on. And that was really exciting.
um and I think that on the flip side too like there's all this exciting movement that I got to see from working with so many startups across the Vercel ecosystem um and so one that I've had my eye on obviously is factory um Brexton my husband and I ended up angel investing in factory and then it was a very small world because Matan and I went to elementary school together Matan the viral post I'm like we can pull it out here like show the post I went home um for my college reunion actually and i pulled out like our old uh elementary school yearbooks and i was like are there any photos because i thought it'd be cute just to show in slack not like post on the internet but are there any photos of us together we were in different grades so there weren't but um there was that one where it's like you know oh for some reason in my head the way it was edited it looks like you guys are next to each other in the year yeah yeah i mean so the the truth is no we were not next to each other slightly different years great photoshop on my um on my side but yes I was like, you guys have different last names.
Read the whole transcript
So the fact that they just like threw you guys, they must have known something like in the stars or something. We were on pages next to each other, but not exactly on the cusp. That's exciting. Okay, so VP of Marketing, what does this mean? How are you trying to position Factory? Yeah, so I think Factory is at a really exciting time right now. The company has had so much success with some of the largest enterprises globally, and that has been so exciting. We've seen amazing adoption there. but at the same time we're now starting to see that um ai native startups and earlier stage companies are really benefiting from factory's product they're able to move faster they they're able to build more with a smaller team um and really just bring you know speed and efficiency and quality to their engineering organizations and so that's kind of why i'm here i'm really excited to build for developers build for founders and make sure that they have a really great experience with factory as well. This is exciting. Okay. I know a little bit way too much, so sorry if this is kind of off the cusp, but you're talking when you were at Vercel, you led a bunch of these programs. You led the startup program zero to one. You did a bunch of these different
things, which maybe I would argue is untraditional for a typical VP of marketing. And so tell me a little bit just of
“a lot of what will actually differentiate companies as we all kind of, you know, merge towards building a lot of similar products is the marketing”
the venture side. And then this is one of the early deals. And then all of a sudden, now she's running the company. And so there's clearly something when you start from the
“it is a group of some of the most ambitious people that I've ever worked with.”
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Well, no, certainly not in elementary school. On the playground, like this one day. I mean, I always knew he was very smart and obviously have kind of, well, we didn't actually really keep in touch. And then we connected actually over Twitter. How funny. Yes. It always brings people back. I was like, oh, okay. And I made some joke around like, oh, we're making our elementary school proud because we're both working in tech. We can come back and do a famous second graders that now made it. Yes, alumni. And there's a couple actually like of folks who are working in the Valley who are. Wow. Whatever they're feeding you guys in that cafeteria must be some good brain juice I mean yeah my husband is like we're sending our kids to that I know I'm like okay um but no yeah we uh we reconnected over x and then through the whole um you know an angel investing situation and it's been great um and it was so funny posting that because I had so many uh other people that we went to elementary school with reach out and we're like oh my god like this is crazy like some parents of old classmates and stuff like that so it just has been a really fun uh moment to kind of reconnect with folks oh that's really cool but then at stanford too
like earlier on what made you want to make the leap to tech to sorry to to work with maton oh okay um well so maton didn't go to stanford he went to princeton so we didn't overlap in undergrad but my bad that was brexit yes i get all the names confused there's multiple parties involved yes um but no actually at stanford i i um i mean i i knew you briefly um but i actually didn't study tech at all I kind of actually avoided like all the computer science classes because I was like I'm gonna be different I'm gonna do something else and so I studied education and psych and I actually pivoted into tech during the pandemic and made my x account and that's how I've gotten every job in tech I mean kind of including this one, right, with some support and some mutuals. But yeah, it's been been a long journey.
So what does success in your role look like for you? Yeah, I mean, I think for me, the main thing that I am focusing on is how do we bring this product to more developers and really build it alongside them, right? I think the best products that grow, they grow because they have a really strong developer community and startup community and developer love around it. And so that was definitely the case at Vercel. And I attribute a lot of the success that I had there in building out the startup program to the amazing developer community that Vercel has been able to build around it. And so I'm really excited to get to build that for Factory. Oh my gosh, Vercel's developer community, crazy. And we were just at SHIP.
Yes. And oh my gosh, we had, I was talking to Guillermo and then all of these people, all the developers, they were all super fans of G. They were all like, oh my gosh, like he's here in the room I was like whatever you guys are doing like clearly you guys got like a cult following it's like a Korean like k-pop yeah I mean a lot of it is G right he's incredible he's like an insanely smart founder um and so I think you know he did a lot of that work really early on to build out the developer love and um yeah it was awesome being on the inside
“In my team at Vercel, you know, it's not historically traditional that marketing organizations are shipping PRs on a daily basis.”
So say every developer does know a factory or hears a factory. It has this really cool high aura brand. Does it matter when agents are the main folks deciding what to build and what tools to use? I think it does matter. I mean, obviously, right, like sometimes agents are kind of like doing a first pass and like telling a developer what tool to use. but I think that word of mouth still matters. I think that brand still matters because of that community and that love that is like built around it. That's much stronger, I think, than a lot of people think. And I think that there's an importance in recognition of a brand just in general, right? Like people are going to be like, oh yeah, like I use factory and hopefully that's like a cool factor, right? Which I think it is. And I think, you know, we'll continue to grow that even more. But, um, I think brands are, you know, high, high taste brands are something that people really want to be associated with. And so that matters. Very cool. Well, Allie really wanted to thank you for joining us before we go. What can people expect to see from you on the
timeline over the next few months? Um, lots of posts about factory. No way. Banger tweets coming you're gonna laugh yes some bangers for sure hopefully um and you know just just my normal observational uh comedy about the life I'm living and the people surrounding me I can't wait that's going to be so much fun okay last question I'll have maybe mini prediction for what's going to be true in a year from now that's not true today hmm that's a good question um I mean I'll say like like, factory's brand will be bigger. Everyone's going to know about it. I think more developers and startups are going to be building and, you know, accelerating their growth on factory.
That's going to be really cool. So we'll get to see it. We'll have you back exactly in a year from now. We'll get to talk through the numbers and see how it goes. But Ali, really wanted to thank you for joining us today on MTS. Big congratulations to you, to your team. Big congratulations to Matan. Like, good job. That was a good scheme in the making and it actually worked. A big sign of a good CEO is someone who can hire well. So clearly they're doing something right. But thank you so much for joining us today on MTS. A huge thanks to MTS sponsors. 11 Labs, AI that communicates at human level across every channel and modality.
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