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Research/Where do AI citation links actually go?

Where do AI citation links actually go?

Not always where they point. Of 157,154 cited addresses we could check to a verdict, 26,219, or 16.7%, did not land on the address in the answer. Moved links outnumber dead ones 12 to 1.

By Dimitry Apollonsky · August 29, 2026 · 10 min read

1 in 6
checked AI citation links did not land on the cited address
26,219 of 157,154 · 16.7%
▸Contents
  • 1 in 6 checked citation links did not land on the cited address
  • Most of the misses stayed on the same site
  • Moved links outnumber dead links 12 to 1
  • Apple, Microsoft, and Wikipedia links moved most often
  • 1 in 21 links ended on a homepage instead of the cited page
  • Deep links moved 8.5 times as often as bare-domain links
  • Engines often cite the regional variant of a page
  • 1 in 26 links resolved to a different page on the same site
  • 1.7% of links now lead to a different website
  • 1.4% of links ended nowhere, and 18 ended on a for-sale page
  • Moved addresses carry 45.7% of citation volume
  • What we could not check, and how we counted
  • The GEO takeaway
  • Get the data
  • Sources
  • Related research
Contents
  • 1 in 6 checked citation links did not land on the cited address
  • Most of the misses stayed on the same site
  • Moved links outnumber dead links 12 to 1
  • Apple, Microsoft, and Wikipedia links moved most often
  • 1 in 21 links ended on a homepage instead of the cited page
  • Deep links moved 8.5 times as often as bare-domain links
  • Engines often cite the regional variant of a page
  • 1 in 26 links resolved to a different page on the same site
  • 1.7% of links now lead to a different website
  • 1.4% of links ended nowhere, and 18 ended on a for-sale page
  • Moved addresses carry 45.7% of citation volume
  • What we could not check, and how we counted
  • The GEO takeaway
  • Get the data
  • Sources
  • Related research

We followed 248,227 unique addresses cited in AI answers across ChatGPT, ChatGPT Search, Google AI Overviews, and Google AI Mode, carrying 8,254,220 citation events from October 19, 2025 through August 29, 2026, with destination checks run between September 9, 2025 and August 29, 2026.

16.7%
of checked citation links did not land on the cited address
26,219 of 157,154 verdicts
12 to 1
moved links outnumber confirmed-dead links
23,935 moved vs 2,002 gone
4.8%
of links ended on a homepage instead of the cited page
7,621 of 157,154
31.4% vs 3.7%
moved rate for deep links versus bare-domain links

1 in 6 checked citation links did not land on the cited address

The cited address is the URL an AI answer attaches to a claim, normalized to drop the scheme, www, query string, fragment, and trailing slash. We requested each cited address the way a first-time visitor would, followed its full redirect chain, and recorded the resolved address: where the link ended, after collapsing duplicate-route variants such as language addresses. A check produced a verdict when it confirmed either a resolved address or a dead page. Of 157,154 verdicts, 26,219, or 16.7%, did not land on the cited address. That is about 1 in 6.

Most of those links still opened a page. They opened a different page, a different address for the same page, a homepage, or a different website. The sections below split the 16.7% into those destinations.

16.7%
of verdicts did not land on the cited address
26,219 of 157,154

Takeaway

Checking whether a cited link loads is not enough. Check where it lands.

Most of the misses stayed on the same site

130,935 links, or 83.3% of verdicts, landed exactly on the cited address. Another 21,298, or 13.6%, resolved to a different address on the same website. 2,637, or 1.7%, resolved to a different website. 2,002, or 1.3%, were confirmed gone with a 404, 410, or a soft 404: a page that returns success but shows not-found content. 282, or 0.18%, ended on a bare domain page with no content.

The ranking matters for an audit. A same-site move usually preserves some of the click's value. A cross-site move, a dead page, or an empty domain page does not.

Where 157,154 checked citation links landed
  • The cited address83.3% (130,935)
  • Same site, different address13.6% (21,298)
  • A different website1.7% (2,637)
  • Gone (404, 410, soft 404)1.3% (2,002)
  • Bare domain page0.18% (282)
Share of verdicts; buckets sum to 100%.

Moved links outnumber dead links 12 to 1

Link-rot research measures death: Pew found 38% of 2013 webpages unreachable a decade later, and Ahrefs found 66.5% of backlinks from the last nine years dead. In recently cited AI answers, death is rare and movement is common. 23,935 checked links, or 15.2% of verdicts, resolved to a different address, while 2,002, or 1.3%, were confirmed gone. That is 12 moved links for every dead one.

Our earlier study of the same index found 0.67% of recently cited pages returning 404 or 410. A marketer who audits only for broken links sees the smallest part of the problem.

15.2%
of verdicts resolved to a different address
23,935 of 157,154
1.3%
of verdicts were confirmed gone
2,002 of 157,154
12×
moved links per dead link

Takeaway

Audit cited links for movement, not just for 404s. Movement is 12 times as common.

Apple, Microsoft, and Wikipedia links moved most often

Among domains with at least 100 checked cited addresses, apple.com led: 1,163 of its 1,269 checked addresses, or 91.7%, resolved somewhere else, mostly by dropping a language or region segment. microsoft.com followed at 82.0% and squareup.com at 82.0%, for the same reason. walmart.com reached 60.8% and wikipedia.org 53.1%, driven by other address changes such as host moves and homepage fallbacks.

A high moved share is not misconduct by the site. It means AI engines attach addresses that are not the address the site itself settles on, so anyone tracking citations by exact URL will under-count these domains.

Domains whose cited links most often resolved elsewhere
Domains with at least 100 checked cited addresses that resolved to a final address. Language cleanup, homepage, and different-website counts are subsets of moved.
apple.com faviconapple.com1,2691,16391.6586710
microsoft.com faviconmicrosoft.com91675181.99586116
squareup.com faviconsquareup.com12210081.976490
walmart.com faviconwalmart.com16610160.840385
nvidia.com faviconnvidia.com1327758.333360
sap.com faviconsap.com1347354.4813100
wikipedia.org faviconwikipedia.org1,50279753.060600
adobe.com faviconadobe.com1276349.6113130
youtube.com faviconyoutube.com43317139.4901402
google.com favicongoogle.com60522036.3616623
salesforce.com faviconsalesforce.com1605635030
oracle.com faviconoracle.com1936332.641341
amazon.com faviconamazon.com1,09133830.9811808
facebook.com faviconfacebook.com1854423.780340
ibm.com faviconibm.com1723922.67710

1 in 21 links ended on a homepage instead of the cited page

7,621 links, or 4.8% of verdicts, resolved from a specific cited page to the site's homepage. amazon.com led with 180 homepage fallbacks, followed by arxiv.org with 167 and youtube.com with 140.

A homepage fallback has two causes we cannot fully separate. Some sites redirect a removed page to the homepage instead of returning 404, the classic soft-404 pattern. Other sites route an automated or cookie-less visit to the homepage as bot handling, and a person clicking the same link may still reach the page. Either way, the cited address does not deliver the cited content to a first-time automated visitor.

Domains with the most homepage fallbacks
  • amazon.com faviconamazon.com180
  • arxiv.org faviconarxiv.org167
  • youtube.com faviconyoutube.com140
  • google.com favicongoogle.com62
  • wikipedia.org faviconwikipedia.org60
  • github.io favicongithub.io39
  • walmart.com faviconwalmart.com38
  • github.com favicongithub.com36
  • reddit.com faviconreddit.com36
  • facebook.com faviconfacebook.com34
Count of cited addresses that resolved to the site homepage; 7,621 total.

Takeaway

If you retire a page that AI answers cite, redirect it to the closest equivalent page, not to your homepage.

Deep links moved 8.5 times as often as bare-domain links

A deep link is a cited address with a path, such as a product or article page. A bare-domain link is a homepage-level address with no path. Of 65,713 deep links that resolved, 20,630, or 31.4%, ended on a different address. Of 89,157 bare-domain links, 3,305, or 3.7%, did. Deep links moved 8.5 times as often.

Domains are stable and pages are not. The more specific the address an engine cites, the more likely that address has a different current form.

31.4%
of deep links resolved to a different address
20,630 of 65,713
3.7%
of bare-domain links resolved to a different address
3,305 of 89,157

Engines often cite the regional variant of a page

5,958 links, or 3.8% of verdicts, differ from their resolved address only by a language or region path segment, such as /en or /en-us. This bucket explains most of the movement at the top of the leaderboard: 867 of apple.com's 1,163 moved addresses and 586 of microsoft.com's 751 are language cleanup.

The engine cited a real, working address; it is simply not the canonical one. For citation tracking this means exact-URL matching splits one page into several counted addresses, which is the same failure mode we measured for tracking parameters.

Language-cleanup moves by domain
  • apple.com faviconapple.com867
  • microsoft.com faviconmicrosoft.com586
  • squareup.com faviconsquareup.com64
  • nvidia.com faviconnvidia.com33
  • google.com favicongoogle.com16
  • sap.com faviconsap.com13
  • adobe.com faviconadobe.com13
  • oracle.com faviconoracle.com13
Moved cited addresses that differ only by a language or region segment; 5,958 total.

1 in 26 links resolved to a different page on the same site

6,054 links, or 3.9% of verdicts, resolved to a genuinely different page on the same website: a renamed product page, a reorganized documentation section, a replaced article. A further 1,665, or 1.1%, resolved to a different host on the same site, such as a language subdomain or a support subdomain.

These are the moves a reader is least likely to notice. The site looks right and the content is close, but it is not the page the answer cited, and any anchor-specific claim can be gone.

3.9%
resolved to a different page on the same site
6,054 of 157,154
1.1%
resolved to a different host on the same site
1,665 of 157,154

1.7% of links now lead to a different website

2,637 links, or 1.7% of verdicts, resolved to a different website than the one cited. The examples read as a record of acquisitions, rebrands, and platform moves: mandiant.com now resolves to cloud.google.com/security/mandiant, apptentive.com to alchemer.com, openai.com/chatgpt to chatgpt.com, and riffusion.com to producer.ai.

In these cases the answer's citation names a source that, as a website, no longer exists in that form. The content may survive at the destination, but the attribution the reader sees does not match the site that loads.

Cited addresses that resolved to a different website
Examples from the 2,637 cross-site resolutions.
schmidtfutures.com faviconschmidtfutures.comschmidtsciences.org faviconschmidtsciences.org
riffusion.com faviconriffusion.comproducer.ai faviconproducer.ai
refworks.com faviconrefworks.comrefworks.proquest.com faviconrefworks.proquest.com
proxyclick.com faviconproxyclick.comeptura.com/proxyclick faviconeptura.com/proxyclick
openai.com/chatgpt faviconopenai.com/chatgptchatgpt.com faviconchatgpt.com
mandiant.com faviconmandiant.comcloud.google.com/security/mandiant faviconcloud.google.com/security/mandiant
jax.readthedocs.io faviconjax.readthedocs.iodocs.jax.dev favicondocs.jax.dev
gradle.com/develocity/product/universal-cache favicongradle.com/develocity/product/universal-cachedevelocity.ai/product/universal-cache favicondevelocity.ai/product/universal-cache
fastfieldforms.com faviconfastfieldforms.comquickbase.com/fastfield faviconquickbase.com/fastfield
ethoslife.com faviconethoslife.comethos.com faviconethos.com
bmcgenomics.biomedcentral.com/articles/10.1/s12864-024-10322-1 faviconbmcgenomics.biomedcentral.com/articles/10.1/s12864-024-10322-1link.springer.com/article/10.1/s12864-024-10322-1 faviconlink.springer.com/article/10.1/s12864-024-10322-1
apptentive.com faviconapptentive.comalchemer.com/apptentive-is-now-alchemer-mobile faviconalchemer.com/apptentive-is-now-alchemer-mobile

1.4% of links ended nowhere, and 18 ended on a for-sale page

2,284 links, or 1.4% of verdicts, were dead ends: 2,002 confirmed gone with a 404, 410, or soft 404, and 282 ending on a bare domain page with no content. Within the cross-site resolutions, 18 cited addresses resolved to a domain marketplace or for-sale page, including profound.ai, bluefish.ai, and rankscale.com. Eighteen addresses is a small tail, and we report it as a count, not a rate.

A cited address landing on a for-sale page is the sharpest version of the problem: the answer lends credibility to a domain that now belongs to nobody. It also shows that engines can keep citing an address after the site behind it has shut down.

Cited addresses that resolved to a for-sale or expired-domain page
8 of the 18 marketplace resolutions.
titaninteractive.com favicontitaninteractive.comdomainmarket.com/buynow/titaninteractive.com favicondomainmarket.com/buynow/titaninteractive.com
takticaldigital.com favicontakticaldigital.comgodaddy.com/forsale/takticaldigital.com favicongodaddy.com/forsale/takticaldigital.com
rankscale.com faviconrankscale.comatom.com/name/rankscale faviconatom.com/name/rankscale
profound.ai faviconprofound.aiafternic.com/forsale/profound.ai faviconafternic.com/forsale/profound.ai
digitalelevator.com favicondigitalelevator.comgodaddy.com/forsale/digitalelevator.com favicongodaddy.com/forsale/digitalelevator.com
bluefish.ai faviconbluefish.aiafternic.com/forsale/bluefish.ai faviconafternic.com/forsale/bluefish.ai
asqme.com faviconasqme.comhugedomains.com/domain_profile.cfm faviconhugedomains.com/domain_profile.cfm
agg.events faviconagg.eventsexpireddomains.com/domain/agg.events faviconexpireddomains.com/domain/agg.events

Moved addresses carry 45.7% of citation volume

Weighted by daily citation events instead of unique addresses, the moved share rises sharply: addresses that resolved to a different address carried 2,898,521 of the 6,337,293 citation events attached to resolved addresses, or 45.7%.

The reason is concentration. Engines cite big-site addresses heavily, and big sites are exactly where regional variants, host moves, and homepage fallbacks are most common. By unique address the moved share is 15.2%; by citation event it is three times that.

45.7%
of citation events pointed at addresses that resolved elsewhere
2,898,521 of 6,337,293

What we could not check, and how we counted

91,073 of 248,227 checks, or 36.7%, ended without a verdict: 89,789 because the site refused the automated check with a 401, 403, 429, or a bot wall, 1,235 for inconclusive results such as unrendered pages or unreachable hosts, and 49 for empty results. Our study of access blocking covers the refusal side; every share in this report uses the 157,154 verdicts as its denominator, so the results describe sites that allow checks and may differ on sites that refuse them.

Two more limits. First, the checker also normalizes duplicate-route variants, so the language-cleanup bucket includes canonical rewrites alongside server redirects; we report it as its own labeled bucket rather than mixing it into movement claims. Second, the same-website versus different-website split uses a two-label root-domain heuristic with a list of common two-part country suffixes, so a small number of hosts can be misclassified. Checks ran between September 9, 2025 and August 29, 2026, and a link's state can postdate its most recent citation.

36.7%
of checks ended without a verdict
91,073 of 248,227
89,789
checks refused by the site
157,154
verdicts used as the denominator

The GEO takeaway

AI engines remember addresses, not pages. 16.7% of checked citation links did not land on the cited address, deep links moved 8.5 times as often as homepages, and moved links outnumber dead ones 12 to 1.

Keep any address that AI answers cite stable for as long as you can. When a page must move, redirect the old address to the equivalent page, never to the homepage. Publish one canonical address per page so engines do not cite regional variants. And when you audit AI visibility, resolve every cited link to its destination before you count it, or you will miss most of what changed.

Get the data

Dataset CSVThe metrics behind every figure in this report.

Sources

  1. Pew Research Center: When online content disappears · accessed 2026-08-29
  2. Ahrefs: At least 66.5% of links to sites in the last 9 years are dead · accessed 2026-08-29
  3. Columbia Journalism Review: What the ephemerality of the web means for your hyperlinks · accessed 2026-08-29

Related research

How often do AI citations lead to broken pages?
Rarely. Of 152,313 AI-cited pages checked at or after their latest recorded citation, 1,015 returned 404 or 410.
How often do AI-cited pages block access?
Rarely. Of 154,986 pages checked after their latest recorded citation, 2,435 returned 401, 403, or 429.
Do tracking parameters inflate AI citation counts?
Yes, especially on ChatGPT Search. Removing eight standard tracking parameters collapsed 39,146 of 424,433 distinct citation addresses, reducing the observed cited-page count by 9.2%.
How long an AI citation lasts
Ask AI the same question twice and it rarely cites the same sources. About half of a query's citations vanish by the next run, but a durable core persists for weeks.
What pages AI cites most: best-of listicles dominate
Domain studies tell you AI loves Reddit, YouTube, and Wikipedia. The page level shows what it actually pulls from them: six in ten of AI's most-cited pages are “Best X” listicles.

About this research

Dimitry Apollonsky

Founder, Parse

I built Parse to track where AI answers really come from: the sources they cite and the brands they name. DM me on LinkedIn to talk shop.

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