Start With the End State: How Gemma Smith Reverse-Engineers Content Systems for PropTech and SaaS

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

I own an organic inbound marketing consultancy serving the PropTech, fintech, and SaaS startup industries.

Q: What led you to Content Engineering?

My marketing career started when I had kids and didn't want to go back to full-time work. I ended up building a handmade business from home, which morphed into learning content and SEO on my own site, which then eventually turned into running successful programs for others.

I first learned about Content Engineering from an AirOps webinar. I loved the concept because it really does describe how I work now.

Q: How do you define Content Engineering?

Building automations and workflows to amplify work without adding headcount. The ability to automate your brain but supercharge it with data and repeatable processes.

Q: Tell us about your biggest win with Content Engineering so far.

An AEO Defence Monitor I built for a very complex B2B enterprise client. It sits alongside a stack of other Playbooks I run for the same client (article creation, citation acquisition, broken-link outreach, podcast pitches), but this one's the build I'm proudest of.

It runs on a trigger, no prompt from me. Filters out single-week noise. Tracks patterns across weeks. Escalates competitors who are gaining ground sustainably, not just spiking. Routes flagged threats to the right downstream queue depending on type. Always reports back over Slack, even on quiet weeks (those produce a watchlist of the tightest-gap prompts).

It detects, classifies, prioritizes, routes, persists, and reports, all without being asked. Everything else in the workspace gets asked to run. That one doesn't.

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Q: How did AirOps University change how you approach your work?

It helped me think in workflows. The best bit of advice I took away and carry with me is: "What does the ideal end state look like? Then reverse-engineer from there to get the steps." I use this with anything I do with AI now (including Claude skills).

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

The masses adopting tools like AirOps. I find a lot of folks are still hesitant, but I just know that as soon as they see the power, they will see the value.

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

Attend some AirOps webinars, sign up for the trial account, join a Cohort, read the case studies. It won't take you long to realize the value.