
What AI-Native Development Means for Agencies, Developers, and the Future of Web Work
TL;DR
- The disruption in web development right now is real. Agencies that were healthy two years ago are contracting, and developers who built careers on a single platform are watching the ground shift.
- AI-native tools change what agencies get paid for: strategic judgment and outcomes, not platform execution.
- Builders who tied their professional identity to a tool are the most exposed to this shift; the ones who tied it to an outcome are adapting fastest.
- The enterprise market is moving off legacy platforms like Adobe Experience Manager, Drupal, Sitecore, and Contentful, and Webflow is absorbing much of that migration.
Part 2: What AI-Native Development Means for Agencies, Developers, and the Future of Web Work
Read Part 1: Webflow vs. AI-Native Development: How to Choose the Right Stack for Your Site
Developers who built careers on a particular platform or skill set are experiencing real disruption right now: lost clients, lost jobs, and seeing agencies that were healthy two years ago contract. Any honest conversation about AI-native development has to start there, not with the tools, and not with which stack your project needs.
But that question, of which stack fits a given project, keeps surfacing in conversations across the web development community right now, including one I had recently with developer Julian Galluzzo, who migrated the marketing site to a fully AI-native stack built on Claude Code, GitHub, and Vercel. If a client can prompt their way to a landing page, what happens to the people who used to build it for them?
What changes is what agencies get paid for: strategic judgment and outcomes, not platform execution.
Why tool-based identities break first
The best part of my conversation with Julian had nothing to do with technology. It was about how the web development community's habit of organizing itself around specific tools creates vulnerability when those tools change.
Julian's point was direct: if you called yourself the Webflow GSAP specialist, you were always delivering beautiful interactive experiences for clients. Webflow and GSAP were the means, and the value was the craft. And that was sustainable.
Building a career around an outcome instead of an instrument means the identity survives when the instrument changes. A brand strategist who happens to build in Webflow is in a very different position than someone whose entire value proposition is just knowing Webflow.
The agencies and builders doing well right now are the ones who never defined themselves by their tools. They built their value proposition around what they deliver: a business problem solved by an effective digital experience. How they deliver it, Webflow, a custom build, or something else, has always been secondary to whether it works.
At Edgar Allan, we don't sell a platform. We sell the judgment to know which platform, or which custom build, serves the outcome a client is paying for.
What we deliver instead is brand clarity, a site that performs in AI search, and vital connection between the two. We believe Webflow is often the right tool for that work at enterprise scale, but we also know that on lighter projects the tool might look different while the outcome stays the same.
The agency model is shifting toward strategic work
The anxiety running through the web development community right now is understandable. If clients can prompt their way to a landing page, where does that leave professional developers and agencies?
Agencies earn their place by seeing the whole picture. For enterprise clients, that picture includes brand architecture, a site that performs in AI search, complex content operations with multiple stakeholders, and governance at scale. The value is in the strategic layer, and that's the layer our Visibility Engineering and Optimization methodology is built around, and the same thinking behind our AI brand score assessment.
The enterprise migrations we're seeing right now are companies moving off Adobe Experience Manager, Drupal, Sitecore, and Contentful, and WordPress installations carrying a decade of tech debt. Next to that, Webflow looks less like a trend and more like an oasis: manageable, fast to update, and flexible enough to support real content operations without the maintenance burden of a legacy CMS. That's the growth story at the top of the market, driven by tech debt rather than AI-generated code, and it sets up how AI systems select and cite brands once a site can finally keep up.
For smaller clients with aggressive growth agendas, speed is the most valuable thing an agency can provide: the ability to test ideas quickly, learn from real data, and ship improvements without waiting on a development sprint. AI-native custom builds, on the right project with the right client, make agencies faster at that job. Knowing which situation you're in, and choosing the stack accordingly, is where the professional judgment lives now. That judgment, not platform expertise, is what clients are paying for.
Positioning around outcomes is what survives the shift
My take: Be honest about what kind of work you're being hired to do. If your value has been "I know this platform inside and out," you’re so much more exposed than you used to be. If your value has been "I can translate a business problem into something that works," your value is imminently transferable to whatever stack the next project requires. (BTW, if part of what you're rethinking is positioning rather than tooling, our brand clarity assessment is a useful gut check.)
The same goes for how work is priced and structured. Agencies that build in safeguards, like code review and branch protections at the start of every project, earn trust that a fast, unreviewed build can't. Agencies restructuring around this shift without adding full-time headcount often lean on flexible support like our Customer Success Program to cover the gap. And agencies that keep learning new tools instead of defending old ones are the ones still standing when the next shift comes, because there's always a next shift.
The project tells you which stack deserves it
Julian ended our conversation with something really smart: the builders who are confident right now are confident because they stopped tying their identity to any particular destination. The web development community built something real around Webflow as a tool: curiosity, craft, and the willingness to push a platform, any platform, to its edges. That travels. It's as useful in a custom AI-native environment as it is in the Webflow designer.
What doesn't travel is attachment to a tool past the point where it's the right tool for the job. Carry the craft into whatever you build next, and let the project tell you which stack deserves it. If you're weighing that decision on a specific project right now, we broke down the tactical side of it separately: Webflow vs. AI-Native Development: How to Choose the Right Stack.
FAQs
Will AI-native development replace web agencies?
Not entirely. It changes what agencies get paid for. Clients can now prompt their way to a basic landing page without hiring anyone, which removes the lowest end of agency work. What remains, and grows, is the strategic layer: brand clarity, content operations, governance, and knowing which stack fits which project. Agencies that sell platform execution alone are the most exposed, while the ones that sell judgment carry through the shift.
Should developers who specialize in one platform be worried about their careers?
Specializing in a platform is riskier than it used to be, but the underlying craft isn't going anywhere. A developer known for making a platform do things it wasn't designed to do has a skill that transfers to any stack. The risk is tying your professional identity entirely to the tool rather than to the outcome you're known for delivering.
Is the shift toward AI-native tools mostly affecting freelancers, or enterprise agencies too?
It's showing up differently at each level. Freelancers and small shops are seeing clients migrate toward AI-native and vibe-coded solutions for simple sites, which shrinks that segment of the market. Enterprise agencies are seeing a different pattern: companies moving off legacy platforms like Adobe Experience Manager, Drupal, and Sitecore, largely independent of AI-native tooling. Both shifts are real, and they call for different responses.
What should agencies change about how they price and position their work?
Stop pricing and positioning around the platform, and start pricing around the outcome: brand clarity, AI search visibility, conversion performance. Build in safeguards like code review and branch protections from day one of any project, since that's part of what clients are paying an agency to handle responsibly. And be explicit with clients about which stack fits their specific content operation, rather than defaulting to whatever the agency has always used.