AEO isn’t SEO with a new name, it rewards engineering as much as editorial

The companies winning in answer engines aren’t the ones with the best content. They’re the ones with the cleanest data structures.
Everyone is talking about AEO like it’s SEO with a new name. Write better content, add some schema markup, wait for ChatGPT to cite you. That’s not a strategy. That’s hope with extra steps.
The models pulling answers from your site don’t care about your brand voice or your 2,000-word pillar page. They care about whether your content is structured in a way they can extract cleanly. Entity relationships. Consistent taxonomies. Factual claims that can be verified against other sources. The citation isn’t a reward for good writing. It’s a byproduct of machine-readable authority.
Most marketing teams are still optimizing for humans clicking blue links. The teams pulling ahead are optimizing for machines deciding who to trust. Those are two completely different problems, and the second one rewards engineering as much as editorial.
If your AEO strategy doesn’t involve your dev team, you don’t have one yet.