Agentic Web Development & What AI Can't Do
The one with Julian Galluzzo
What we talked about
- Julian's path from designer to agency founder to Webflow expert
- Nik invited to speak at Google Search Central Live Barcelona
- Moving from Webflow to AI-built websites
- Why visual developers fear code workflows
- Ship Studio as an open-source tool
- What AI agents can and cannot do
- Articulation as the key to using AI well
- Operators in the AI era
- Overusing AI for simple SEO tasks
- Accountability for AI output
- Agentic site migration and SEO risk
- AI for enterprise websites
- Competitive edge when everyone has good technical SEO
- Security risks in AI-built sites
The questions we dug into
Q1Can you introduce yourself and your path?
He started in tech at 13, learned everything online, moved from design to founding a web agency (Beza) and becoming deeply involved in the Webflow community. 'Allergic to the slow path', he's spent the last ~1.5 years pushing what can be done agentically.
Asked by Sara · answered by Julian Galluzzo
Q2How did you get from Webflow and Memberstack to Ship Studio?
GPT-3/3.5 let him write custom scripts instead of relying on developers; then tools like Cursor made building ~20x easier than in Webflow. He migrated Memberstack's site off Webflow, and a popular video about it drove requests for help. Visual developers were scared by messy dev workflows, so he built Ship Studio to put everything in one workflow without proprietary lock-in.
Asked by Nik · answered by Julian Galluzzo
Q3What can and can't be done with AI agents?
LLMs are prediction engines: for logic, calculation and predictable tasks they beat humans. Good work often means breaking from predictions using context and intuition, which they can't do. Engineers' routine tasks are largely handled by agents; designers less so, because setting direction isn't prediction.
Asked by Sara · answered by Julian Galluzzo
Q4How much can someone learning to code or building a tool rely on AI?
It comes down to articulation: if you can't articulate what you want, you can't tell if the AI did a good job. You need to know what a good outcome looks like to manage either a person or an agent.
Asked by Sara · answered by Julian Galluzzo
Q5How does this relate to SEO?
Nik: it's the era of operators — experts who know what good output looks like benefit most, e.g., content leads and editors as content costs fall. Sara: people overuse AI for trivial tasks (like sorting Search Console data) that a spreadsheet filter handles, adding cost and hallucination risk.
Asked by Nik · answered by Nik & Sara
Q6Is agentic development ready for complex, enterprise-level marketing websites?
It's as ready as the people managing it, because AI can't take accountability. He migrated a site with ~150 static pages, ~20 collections and ~3,000 CMS items (20–30K monthly visits); traffic rose above previous levels instead of the usual post-migration dip. His team also built a site agentically for a company that raised a $107M seed round.
Asked by Nik · answered by Julian Galluzzo
Q7Does agentic optimization mean you don't need SEOs?
Agents can handle defined tasks like structured data, headings and alt text, so every site will have solid technical basics. SEO has always been about beating the competition, which requires taking risks and chances — something AI can't do.
Answered by Julian Galluzzo
Q8When should you use AI on enterprise sites and when not?
It's about stakes. On a new site, mistakes don't matter much; at an enterprise, even tiny mistakes are costly. You can use AI for 100% of the work but must review everything it did. Sara: like a calculator, you own the output.
Asked by Sara · answered by Julian Galluzzo & Sara
Q9Will Ship Studio add marketing features, and what's your vision?
Ship Studio is an open-source place for web professionals to build; features come from what builders need, and contributions (e.g., a discoverability tool) can be merged. He keeps no financial stake in it so the roadmap isn't hijacked. Specialists will remain, but disciplines will bleed into each other.
Asked by Nik · answered by Julian Galluzzo
Q10What are the biggest problems you see with AI-built websites?
Security above all — people paste API tokens into page settings on any platform. 'Ask not what AI can do, ask what you can do empowered by AI': if you don't know what a canonical tag is, you'll never know whether yours are right.
Asked by Nik · answered by Julian Galluzzo
Lines that stuck with us
- Julian: 'You need to know what a good outcome looks like in order to manage a person or an agent.'
- Julian: 'Let me tell you one thing that AI cannot do: take accountability.'
- Julian: AI 'can't take risks. It can't take chances.'
- Julian: 'Ask not what AI can do, ask what you can do empowered by AI.'
Note: This page was AI-generated from the podcast transcript and manually reviewed for accuracy and context. While we’ve made every effort to ensure it reflects the original conversation, mistakes or omissions are still possible. If you spot something that doesn’t look right, please reach out and let us know.