What is Content Engineering?

Description

In this episode of The Long Game Podcast, Alex Birkett sits down with Josh Spilker, Head of Search Marketing at AirOps, to explore how content teams are evolving in response to AI, automation, and changing search behavior. Josh draws on his background in SEO, writing, and systems thinking to outline why traditional content marketing models are breaking down and what’s replacing them.

They discuss the concept of content engineering, including how workflows, brand context, and AI-assisted processes change the way teams create, refresh, and scale content. The conversation also covers identity shifts for marketers, the growing complexity of search surfaces, and where real differentiation and business value are created as content production becomes easier.

Key Takeaways

Content engineering represents a shift from one-off content creation to building systems that manage, update, and scale content across channels.
AI lowers the marginal cost of content, but differentiation still comes from strategy, brand context, and human editorial judgment.
Modern content teams increasingly separate roles between content strategy and content engineering, even if one person covers both in smaller orgs.
The expansion of search surfaces and longer, more contextual queries increases demand for more specific and tailored content.
As traffic becomes less reliable as a KPI, teams need to focus more on conversion quality, brand presence, and downstream business impact.

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