Masters of Search
Anita Kirkovska leads Growth and Marketing at Vellum, a YC-backed AI startup. She came up through data science before moving into marketing, which means she approaches organic growth, content, and AI tooling from a different angle than most. In the last few months she's rebuilt Vellum's website off Webflow into a custom Next.js stack, shipped an AI-native GEO content pipeline, and turned off more SaaS tools than she's added. MY 7 BIGGEST TAKEAWAYS FROM OUR CONVERSATION: 1. It's not about AI. It's about you. Her line: if you use AI you can be better or worse at your job, and if you don't use AI you can be better or worse at your job. The tool doesn't decide. The most common failure she sees is marketers using AI before they have built the system, then trusting the model over their own judgment and losing agency. Own your process first. AI is just an amplifier. 2. Migrating off Webflow wasn't a "Claude Code can do everything" story. Shipping new pages had gotten slow, PLG experiments were hard to run across two disconnected systems, and engineers didn't want to work in the visual builder. Coding agents plus the right process fixed that. But Webflow handles a lot out of the box (sitemap, robots.txt, redirects, schema, image optimization), and all of that becomes your job. 3. Get a strong technical partner and test small first. Her CTO spent weekends replicating pages into code to build confidence before they committed. She wrote a full PRD of everything that had to transfer so they didn't lose rankings. The migration itself took one week. 4. Velocity becomes technical debt without shared patterns. Coding agents are still weak at design. Her fix: shared components, AGENT.md guidance files, review flows and clear ownership, so anyone can ship a page that stays on brand. A deliberate bet to invest now, because the agents will get better. 5. For skills, you own the process, AI owns the docs. When writing skill files, a human should define the actual workflow and rules. That's your domain. For anything technical, like how a skill connects to an API, let AI write the documentation. Go slow first to go fast. 6. The ROI of AI is not cost cutting. She saved $30k a year leaving Webflow, but she wants to double the spend on intelligence tokens for 10x or 100x the output. It's not about saving money. It's about not paying for things that slow you down. 7. AI is pushing toward flatter orgs and high-impact individual contributors. In her view, she can contribute more as a high-impact IC than in a pure management role. With the right systems, each person can produce what used to take a team. She believes AI will ultimately create more work than it removes, though the transition will be painful for some roles and regions. LET'S CONNECT Niklas on LinkedIn: https://www.linkedin.com/in/niklas-buschner/ [https://www.linkedin.com/in/niklas-buschner/] Radyant on LinkedIn: https://www.linkedin.com/company/radyant/ [https://www.linkedin.com/company/radyant/] Anita on LinkedIn: https://www.linkedin.com/in/anitakirkovska/ [https://www.linkedin.com/in/anitakirkovska/] Check out Vellum: https://www.vellum.ai/ [https://www.vellum.ai/]
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