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We Tracked 1,885 Pages Including Schema. AI Citations Barely Moved.

Admin by Admin
May 11, 2026
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We kicked off this examine by analyzing 6 million URLs, and located that schema markup is rather more widespread on pages cited by AI than pages that aren’t.

AI cited pages have been nearly 3 times extra more likely to have JSON-LD than non-cited pages.

That’s a giant hole, and the form of stat that will get shared in LinkedIn carousels and convention slides as proof that schema is an AI visibility lever.

However we weren’t glad with the info because it may simply have been correlation, not trigger.

Schema markup tends to stay on better-maintained, extra technically refined websites, and those self same websites publish stronger content material, construct extra authority, earn extra hyperlinks, and do all the opposite issues that get pages cited.

Schema may very well be doing actual work, nevertheless it may additionally simply be using the wave of each different sign.

So we couldn’t truly reply the query SEOs actually care about: if I add schema to my web page, will I get cited extra by AI?

To seek out out, we ran a second examine designed to isolate the impact of including schema.

Right here’s what we discovered.

Including schema didn’t increase citations on any platform

We tracked 1,885 internet pages that added JSON-LD schema between August 2025 and March 2026, matched them in opposition to 4,000 management pages, and measured quotation modifications throughout Google AI Overviews, AI Mode, and ChatGPT.

Including schema produced no main uplift in citations on any platform.

AI supply Impact on citations Verdict
Google AIO −4.6% Small however statistically vital decline relative to matched controls; (each teams have been declining collectively, however handled pages fell barely sooner)
Google AI Mode +2.4% Statistically indistinguishable from zero
ChatGPT +2.2% Statistically indistinguishable from zero

These percentages come from our most dependable evaluation (a matched difference-in-differences [DiD] take a look at).

On this take a look at, each AI Mode and ChatGPT handled pages carried out barely higher than management pages on common, however the variations are sufficiently small that they may simply be random noise throughout hundreds of URLs.

AI Overviews confirmed a 4.6% decline, which is small however statistically vital relative to matched management pages.

However that isn’t fairly the total story—we’ll get into that within the subsequent part.

So, total, we are able to’t inform whether or not the schema did a tiny bit of excellent or nothing at all.

AI Overview pages dropped 4.6%

AI Overview citations on handled pages fell by 4.6% relative to regulate pages, and the result’s “statistically vital” (the percentages of seeing a niche this huge by pure probability are about 1 in 2,500).

However earlier than anybody reads this as “including schema hurts your AI Overview citations”, there are two issues it is advisable bear in thoughts.

  1. Absolutely the measurement is small. We’re speaking about a median lack of round 12 each day citations per web page, in a pattern the place most pages have been getting a whole bunch.
  2. Each handled and matched management pages have been already on a steep downward trajectory earlier than schema was added—the form of decline you’d count on from AI Overviews pulling again from these particular forms of content material for causes unrelated to schema (e.g. a Google replace altering what will get surfaced, the content material getting stale, or Google not having recrawled the web page not too long ago).

Sidenote.

How one can learn this chart: each strains are anchored to 1.0 at week −1 (the week earlier than schema was added), so that they all the time begin on the similar level by design. Earlier than therapy, each teams decline collectively. After therapy, handled pages sit barely under the matched controls (that is the −4.6% hole).

That mentioned, if including schema had no impact on citations both means, we’d count on handled pages and matched controls to say no collectively on the similar fee (which is broadly what we see for AI Mode and ChatGPT).

The truth that handled pages declined barely extra suggests schema had a small unfavourable impact—nevertheless it may additionally simply be coincidence.

We will’t inform which one it’s from this information alone.

How we remoted the impact of including schema

Utilizing Model Radar, Xibeijia pulled a number of million URLs cited in AI Overviews.

She then retrieved the HTML historical past from our crawler database, labeled whether or not every URL contained

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