AEO Decoded

In this Season 2 finale of AEO Decoded, Gary Crossey reveals the operating cadence that turns AEO from a one-time project into a sustainable competitive advantage.
This episode covers:
  • The quarterly audit framework: entity graph maintenance, schema harmonisation, multimodal evidence reviews, and conversation tree expansion
  • Monthly analytics rhythms: What to track, how often, and what to do when the numbers shift
  • Owner roles and runbooks: Who does what, and how to make it repeatable without burning out your team
  • Real-world implementation: How to start small, build momentum, and scale your AEO operations sustainably
Gary answers listener questions about convincing stakeholders, running AEO with lean teams, tracking the right metrics, and avoiding the biggest mistakes teams make when building their cadence.
Your one action this week: Schedule your first quarterly AEO audit. Pick one audit type, block off two hours, create a simple runbook, and document what you find.
Plus: A preview of next week's Season 2 recap and what's coming in Season 3.
Related Episodes:
  • Episode 8: AEO Analytics: Measuring Success in the Age of AI Search
  • Episode 10: Measuring AEO Success: Beyond Traditional Metrics
Got questions? Email admin@irishguy.us — Gary reads every message and features the best ones on the show.
Subscribe now on Spotify, Apple Podcasts, or your favorite podcast platform to catch the Season 2 recap and be first to hear Season 3.

What is AEO Decoded?

A bite-sized, charm-filled podcast that demystifies Answer Engine Optimization (AEO) for everyday content creators. Each 5-10 minute episode breaks down one key AEO concept in an accessible, entertaining way. Listeners will learn how to optimize their content for AI-powered search tools like ChatGPT, Siri, and Google Assistant - without the technical jargon that makes their eyes glaze over.

Alright then, hello hello, and you’re very welcome back to AEO Decoded — the show where we take Answer Engine Optimization, shake the jargon out of it, and leave you with something you can actually use. I’m Gary Crossey, and if you’ve been hanging around for Season 2, you’ll know the deal by now: no fluffy theory, no sacred cows. Just practical steps you can put to work. Now… this one’s special. Episode 2.10. The finale. The one where we stop collecting clever tactics and start running the whole thing like a proper operating system. First, though, a quick word of thanks — genuinely. When we kicked this off, we had a small audience, and it’s grown because you’ve shared it, you’ve messaged, you’ve tested things, and you’ve told me what worked and what didn’t. That’s the best part of doing this. And if you’re new here, or you’ve been dipping in and out, here’s the promise: by the end of today you’ll have a simple, repeatable cadence for keeping your AEO programme sharp. Not once-and-done. Not “set it and forget it”. More like, “Right… let’s keep this tidy and accurate, quarter after quarter.” Before we get into the meat of it, here’s the quick, no‑waffle Season 2 recap. We started by getting the foundations right — entity graphs and schemas that actually make sense at scale.

Then we moved into making content easy for AI to pull, trust, and cite — RAG patterns, E‑E‑A‑T signals, and proper multimodal proof. And we finished by getting practical about the real world: conversation‑style follow‑ups, accuracy guardrails, measurement that goes beyond clicks, and resilience for when the models change again (because of course they will). And that brings us to Episode 2.10 — Putting It Together: Your AEO Operating Cadence. Here’s the core idea: AEO is a living thing. Content changes. Entities evolve. Models update. If you want to stay visible, you need a rhythm for maintenance — a small set of recurring checks with clear owners and a runbook you can actually follow. So today, I’ll give you the cadence, I’ll tell you who should own each bit, and I’ll leave you with one action you can take this week to get it moving. Right. Kettle on. Let’s do it. An AEO operating cadence sounds fancy, but really it's just a schedule — a rhythm — for keeping your Answer Engine Optimization strategy fresh, accurate, and effective. Think of it like maintaining a car. You don't just buy a car, drive it for five years without ever changing the oil, and expect it to run perfectly. You have a maintenance schedule. Oil changes every 5,000 miles. Tire rotations. Brake checks. Your AEO strategy is the same. You need regular maintenance cycles to keep it running smoothly.

Here’s what a quarterly AEO cadence looks like: First up: the entity graph audit. What: Review your entity graph for consistency, accuracy, and completeness. Why: Over time, your content evolves. You publish new pages, update old ones, maybe even rebrand. Your entity graph needs to reflect those changes — otherwise, LLMs will get confused about how your entities relate to each other. How (in plain English): I’ve seen this a hundred times. You do a tidy rebrand; you ship a new product page; you rename a service… and three months later your site is basically telling the machines three different stories about the same thing. So once a quarter, pick a quiet hour, pull up your core entity pages, and ask two simple questions: “Do we still call this the same thing everywhere?” and “If someone lands on this page, can they actually get to the related pages?” If the answer is no, fix the links and fix the naming while it’s still small. Owner: Content strategist + SEO team. Run book tip: Keep a simple list of your dominant entities and do a quick “name + links” sense check each quarter. No heroics.

Next: the Schema Harmonisation check. What: Audit your schema markup across the entire site for consistency and accuracy. Why: Schema drift happens. Developers add new schema types, old pages don't get updated, and suddenly your markup is inconsistent. AI search engines rely on schema to understand your content — so if it's messy, they'll struggle. How (real-world version): This is the one that always sneaks up on teams. Someone changes a template, the dev who “owned schema” leaves, and quietly… half your pages are now outputting something different. So once a quarter, spot-check your key page types. Pick a handful of your most important pages, run them through a validator, and look for the boring stuff: missing fields, conflicting types, and anything that looks “nearly right.” Then fix it at the template level so you’re not patching 200 pages by hand. Owner: Technical SEO lead + Development team. Run book tip: Treat schema like plumbing. If you only notice it when it breaks, you’re already late.

Third: a multimodal evidence review. What: Audit your multimodal content (images, videos, audio, diagrams) for quality, accuracy, and optimisation. Why: AI search is increasingly multimodal. If your images are low-quality, your videos are unwatchable, or your diagrams are outdated, you're missing opportunities to reinforce your authority. How (the listener-friendly version): If you’ve ever clicked a “how it works” page and the diagram is from 2019, the logo is old, and the screenshot is of a UI that doesn’t exist anymore… you know how quickly trust evaporates. So once a quarter, do a quick sweep of your “proof” assets. Make sure the images are crisp, the diagrams still match reality, and any video or audio actually has usable text around it (captions, transcripts, proper descriptions). It’s not glamorous, but it’s exactly the sort of detail that separates “looks legit” from “feels half-finished.” Owner: Content team + Creative/Design team. Runbook tip: Pick your top 10 pages and make sure the visuals still back up the story you’re telling.

Fourth: conversation tree expansion. What: Review and expand your conversation tree maps based on new user questions and AI search trends. Why: The questions people ask evolve. New trends emerge, new products launch, new pain points arise. Your content needs to keep pace with those changes — or you'll lose visibility in AI search. How (how this actually feels in the wild): This is the “people don’t ask one question” problem. Someone asks, “Is this worth it?” and the next question is, “Compared to what?” and the next is, “Yeah but what about my situation?” So once a quarter, look at the proper questions coming in: search queries, support tickets, sales calls, your inbox, whatever you’ve got. Then take your best-performing pages and ask, “What’s the obvious follow-up we still haven’t answered?” That’s your content roadmap. Owner: Content strategist + Analytics team. Runbook tip: If you can only add one branch per quarter, add the branch that your team is currently explaining repeatedly on calls.

And ongoing: a monthly AEO analytics review. What: Monitor your AEO performance metrics monthly. Why: You can't improve what you don't measure. Regular analytics reviews help you spot trends, catch problems early, and iterate on what's working. How (keep it simple): Once a month, set a 30-minute check-in. Ask: “Are we showing up?” “When we show up, are we being quoted properly?” and “Which pages are doing the heavy lifting?” If something drops, don’t panic. Go look at what changed: the page, the product, the model, the SERP. minor fix make one minor fix and watch what happens next month. Owner: Analytics team + Content strategist. Runbook tip: You’re not chasing perfect attribution. You’re watching the trend line and catching problems early. Right, time for a few listener questions. This is where you get to ask the tough questions, and I do my best to give you clear, actionable answers.

Question 1. "Gary, how do I convince my boss that we need to invest time and resources in an AEO operating cadence? They think AEO is a one time project." Great question. Here's what I'd say: AEO is not a one-time project any more than SEO is a one-time project. Search engines change. AI models update. User behavior evolves. If you set up your AEO strategy once and never touch it again, you'll be invisible in AI search within six months. Show your boss the numbers. Pull up examples of how often ChatGPT updates its model, how frequently Perplexity adds additional data sources, and how Google tweaks its AI Overviews. Then show them the cost of not maintaining AEO: lost visibility, lost authority, lost traffic. Frame it as risk management. Would they run a website without ever updating it? No, the same logic applies to AEO. Question 2. "What if my team is too small to handle quarterly audits? Can we do this with a lean team?" Absolutely. You don't need a massive team to run an AEO cadence. You just need to be strategic about what you prioritize. Start with the high-impact activities first. If you can only do one audit per quarter, start with entity graphs — that's your foundation. Once that's solid, add schema harmonisation. Then multimodal. Then conversation trees. And here's the key: build templates and runbooks. The first time you do an audit, it'll take forever. But by the third or fourth time, you'll have a checklist, a process, and muscle memory. It gets faster. Also, consider outsourcing. If you don't have a technical SEO person in-house, hire a consultant for a quarterly schema audit. It's cheaper than hiring full-time, and you get expert-level work. Question 3. "How do I know if my AEO cadence is working? What metrics should I track?" I love this question. Here's what to track: AI presence, citation accuracy, passage-level lift, entity graph completeness, and schema coverage. Track those monthly or quarterly, and look for trends. If the numbers are improving, your cadence is working. If they are flat or declining, something needs to change. Question 4. "What's the biggest mistake people make when setting up an AEO operating cadence?" Trying to do too much at once. They set up a cadence that's so ambitious it's unsustainable. Six audits per quarter, five team members involved, massive reporting dashboards — and then they burn out after two months and abandon the whole thing. Start small. Pick one audit per quarter. Build the habit. Once that's running smoothly, add another. Then another. Sustainable beats ambitious every single time. And that’s the trap. Now, here’s your one action for this week — the thing you can actually do next.

Here it is: Schedule your first quarterly AEO audit. That's it. Don't try to build the entire cadence right now. Just pick one audit — entity graph, schema, multimodal, or conversation trees — and put it on your calendar for next quarter. Block off two hours. Invite the relevant team members. Create a simple runbook (you can start with a Google Doc — no need to over-engineer it). Then do the audit. Document what you find. Make a list of fixes. Assign owners. Once you've done it once, you'll see how manageable it is. And that's when you'll have the confidence to add the next audit, and the next, until you've got a full operating cadence running smoothly.Start small. Build momentum. And before you know it, AEO will be a core part of your content operations — not a side project. And to wrap it up. And that's Episode 2.10 — the Season 2 finale of AEO Decoded. We’ve covered a lot this season, and if you’ve implemented even a fraction of it, you’re ahead of 95% of the market. So genuinely, thank you for being here, and thank you for listening. Now, do me a favour: hit subscribe on Spotify, Apple Podcasts, or wherever you listen — because as soon as ChatGPT releases a new model, Perplexity tweaks something, or Google shifts AI Overviews again, I’ll be here breaking down what it means and what to do next. Got a question for the next season? Send it to admin@irishguy.us. I read every one, and I feature the best ones on the show. And here’s a wee reveal before you go: next week we’re doing a proper Season 2 recap. We’ll hit the most important parts, pull out the patterns that keep showing up, and leave you with the “do this next” version. And that recap is the on-ramp into what we’re building for Season 3. Thanks for spending this time with me. Until next time, I'm Gary Crossey, helping you make your content speak AI fluently. May your content always earn answers, not just clicks!