Episode Details

What's up everyone, today we have the pleasure of sitting down with Alex Halliday, Founder and CEO at AirOps.

• (00:00) - Intro
• (01:19) - In This Episode
• (01:54) - Sponsor: Attribution App
• (02:57) - Sponsor: GrowthLoop
• (04:19) - How AirOps Pivoted to AI Content Engineering
• (08:23) - The Real Definition of Content Engineering and Why It's Not About Publishing More
• (13:14) - What a Content Engineer Does That a Senior Content Marketer Does Not
• (27:31) - What It Actually Takes to Get AI Content Past a Human Editor
• (30:52) - Sponsor: Knak
• (32:00) - Sponsor: MoEngage
• (43:21) - Why Review Becomes the Bottleneck After You Automate Content Production
• (47:13) - Why Enterprise CMS Integration Is Harder Than the Content Quality Problem
• (51:07) - Why the Agent Runtime Is the Next Competitive Battleground for Content Teams
• (55:02) - What the Case Against Content Engineering Gets Wrong About the Role
• (58:08) - What a Content Engineering Team Looks Like in 3 Years
• (01:03:45) - How Alex Decides What Deserves His Energy

Summary: Alex built AirOps to help teams access company data, then a conversation with Sam Altman and a cramped middle seat on a flight to Atlanta changed everything. In this episode, he breaks down what content engineering actually means — not just generating more AI content, but building the systems infrastructure to maintain quality, freshness, and brand accuracy across everything a company has ever put online. He makes the counterintuitive case that great content engineering puts more humans into the content process, and explains why 98% of AirOps's pilots convert to annual customers while most AI content pilots fail. If you think AI content is just a faster way to publish more, this episode will change how you think about it.

About Alex Halliday

Alex Halliday is the Founder and CEO of AirOps, where he leads the development of AI content engineering systems that help brands build visibility in AI search. Before founding AirOps in 2022, he served as Head of Product at MasterClass, where he was the company's first product hire and helped scale revenue 10x. As a Venture Partner at SparkLabs Global Accelerator, Alex has made early investments in OpenAI, Anthropic, Groq, and Discord.

How AirOps Pivoted to AI Content Engineering

In early 2022, the LLM moment hadn't happened yet. Not publicly. GPT-3 existed but was barely on anyone's radar in marketing. Most "AI for marketing" conversations were still about sentiment analysis tools and basic chatbots. The prevailing assumption was that software had rules, rules had limits, and those limits were the floor you designed around.

Alex Halliday had an unusual vantage point. As a venture partner at SparkLabs Global Accelerator with early investments in OpenAI and Anthropic, he was closer to what was actually happening than almost anyone in his world. He still wasn't ready for what came next.

It started with a conversation. He was in San Francisco with Sam Altman, something he made a habit of — whenever they crossed paths, Alex asked the same question: what's sparking your imagination these days? On this particular occasion, Altman's answer was different. The AI stuff was getting really good, he said. When Alex pushed for specifics, Altman told him they were getting close to AI that could read all your emails and tell you what to do for the week. It sounded completely insane.

Alex filed it away. Then, a few weeks later, he was on a flight to Atlanta, sandwiched in the middle seat between 2 large men with nowhere to go and nothing else to do. He finally opened an OpenAI account and started building.

That experience in a cramped middle seat sent AirOps in a new direction. The company had been founded to help non-technical employees access company data — a broad, useful