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Content Engineering

No Devs Required: How Cillian Bracken-Conway Builds Marketing Systems That Used to Be Impossible

AirOps Team
May 22, 2026
May 22, 2026
Updated:
May 22, 2026
TL;DR

Cillian went from traditional marketing to building the AI-powered systems that power it. The things he's shipping now, from full research pipelines to automated content production, would have required a dev team not long ago. Now he builds them himself.

Q: Introduce yourself! What do you do for work?

I trained as a Content Engineer with AirOps, but I'd describe as a Marketing Engineer now, using AI and systems to improve marketing and sales orgs even outside of direct content use-cases.

Q: What led you to Content Engineering?

About 12 months ago I saw a post on LinkedIn from Steven Male about AirOps, and that started me down an amazing rabbit hole. The biggest shift is that I now describe myself as a marketing engineer. Previously, the types of workflows and systems I'm building would have taken enormous dev resources, or simply not been possible.

Q: How do you define Content Engineering?

Content Engineering means applying engineering principles like modularity, reusability, validation, automation, and measurement to how content is planned, produced, distributed, and maintained.

Q: Tell us about a specific project that Content Engineering made possible.

We've built a full research pipeline for major assets, like ebooks, guides, and case studies, that takes an enormous workload off our subject matter experts and allows them to focus on adding real-world experience to our content. That kind of system frees up the people who matter most to do the work only they can do.

Q: What are you most excited about in the future of marketing?

The possibilities feel endless right now. If you can think it, you can build it.

Q: What are you most nervous about in the future of marketing?

Whether content becomes devalued in a world where it can be mass-produced at scale, at great velocity, and at high quality. When everyone has the same production capability, the question becomes: what actually makes content worth reading?

Q: What advice would you give someone just getting started with Content Engineering?

Build, test, build again, test. That's the loop. Don't wait until something is perfect. Ship it, learn from it, and iterate.

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