My Checklist for Getting Found by Claude and ChatGPT

Getting found by Claude and ChatGPT is not a content problem you solve once and walk away from. It's a maintenance habit, and most of the internet still treats it like a one-time project.

The last post laid out why most blogs never get cited at all. This one is the actual list. Not a vibe, not a vague "be more authoritative." The specific actions, in the order I'm running them on this blog, with the parts that are genuinely proven and the parts that are still debated.

Start with the entity, not the article

Before a single blog post matters, an AI engine needs to know who you are. That means Organization schema on the homepage, with sameAs links to every real profile you hold, and Person schema for the named author behind the writing.

This is the foundation layer, and the order matters. Author entity grounding only works if the author is linked to a real, verifiable presence elsewhere on the web; an anonymous "by the team" byline carries close to zero trust weight with any of these systems.

The honest caveat on schema markup

Most AEO guides treat schema as a guaranteed citation lever, and the picture is messier than that. Some research links FAQ schema to a meaningfully higher AI citation rate compared to pages without it, and a separate 2026 industry report found pages combining clean heading structure with schema earning notably higher citation rates than unstructured pages.

But an Ahrefs analysis of nearly 1,900 pages in 2026 found no measurable citation lift from Schema.org markup on AI Overviews, and a slight negative correlation in some segments. One respected AI-search researcher has gone further, finding that traditional SEO signals, including structured data, predict only a small single-digit percentage of AI citation behavior overall.

Here's the honest read: schema is hygiene, not magic. Ship it because it costs little and never hurts, not because it alone will get you cited.

Fix the structure of the writing itself

This is the part that actually moves the needle, and the research is more consistent here than almost anywhere else in AEO. Put the direct answer in the first sentence or two, not buried five paragraphs in. Use a real heading hierarchy. Write in short, scannable sections instead of dense walls of text.

One 2026 analysis found pages with sequential, well-structured headings earning roughly triple the citation rate of unstructured equivalents covering the same topic.

Build real FAQ content, not SEO theater

A genuine FAQ section, sourced from real questions a real customer has actually asked, written in the words they'd actually use. Google scaled back FAQ rich results in 2023, which led a lot of marketers to abandon the format. AI engines went the opposite direction; question-and-answer structure is close to exactly the shape they need for direct-answer generation.

The trap is faking it. AI engines and search platforms are both getting sharper at spotting generic, AI-written FAQ blocks built purely for SEO padding, and that pattern now actively works against you instead of for you.

Name your sources, every time

Use one quote from a named expert with a role and a date attached, never "industry experts say." One frequently cited academic study on generative engine optimization found a real lift in how often pages get surfaced when claims are attributed to a named source instead of left vague.

This is the same standard I'm holding this blog to. Every stat in this post traces to a real, dated source, listed below. That's not a style choice. It's the actual mechanism.

Track it, or you're just guessing

You cannot fix what you can't see, and there's no built-in dashboard for any of this the way Google Search Console exists for organic traffic. The entry point most people start with is a tool like Otterly.AI, which runs daily prompt tracking starting around 29 dollars a month and shows which engines cite you and where competitors show up instead.

For deeper, prompt-level diagnostic work, tools like Peec AI or Profound go further, though Profound now sits at custom enterprise pricing only. None of this matters if nobody on the team owns the dashboard. A tracking tool nobody checks is just a subscription.

The Blueprint

The Verdict

None of this works as a single tactic done once. It works as a system, run on a schedule, measured honestly. The brands winning this right now aren't the biggest. They're the ones who started running the checklist while everyone else was still arguing about whether AEO is real.

Want a clear read on where your own content is leaking AI visibility? Take the Revenue MRI diagnostic and get a 90-second freedom score.

2026 Deep Insight

The deeper pattern across this research is that AI citation rewards verifiable structure over polish. A plainly written page with a named author, a real FAQ, and clean headings will out-cite a beautifully designed page that skips all three. That's good news for any small operator willing to do the unglamorous work consistently, because it means the playing field isn't tilted toward whoever has the biggest design budget.

The Receipts

Tags: geo, ai-agents, case-study, founder, saas