Domain Registrars in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
19 minutes read

Key Takeaways

  • Porkbun and Namecheap lead on both mentions and recommendations, making them the default choices in this peer set.
  • GoDaddy, Squarespace, and Dynadot are widely mentioned but endorsed less often, which points to reach without a settled preference.
  • Name.com and Domain.com appear in most answers but are rarely recommended, showing visibility without preference.
  • The main fixes are to verify disputed pricing and market-share claims, then review owned pages and cited third-party sources.

Companies covered: IONOS, Dynadot, GoDaddy, Porkbun, Name.com, Namecheap, Domain.com, Squarespace, Network Solutions

Answer Capsule

The November 2026 Domain Registrars benchmark compares 9 companies across 622 AI answers that met its inclusion rules. Porkbun recorded 491 mentions and 380 recommendations (61.09% of the answers). Being mentioned means appearing in an answer; being recommended means receiving an affirmative endorsement.

We examine each company, compare the available monthly results, and set out a five-step plan for improving the information AI systems can draw on. The work starts with measuring visibility and checking conflicting claims, then moves to company pages, relevant publishers and buyer questions. The cited pages need review before any correction request, and the research does not establish what caused recommendation differences or promise future gains.

Executive industry diagnosis

Questions This Section Answers

  • What does the Domain Registrars benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Porkbun

491

78.94%

380

61.09%

330

53.05%

118

18.97%

2

Namecheap

615

98.87%

376

60.45%

328

52.73%

121

19.45%

3

Squarespace

358

57.56%

146

23.47%

61

9.81%

10

1.61%

4

Dynadot

221

35.53%

130

20.90%

37

5.95%

1

0.16%

5

GoDaddy

586

94.21%

127

20.42%

76

12.22%

10

1.61%

6

IONOS

155

24.92%

45

7.23%

14

2.25%

4

0.64%

7

Name.com

466

74.92%

18

2.89%

10

1.61%

3

0.48%

8

Domain.com

615

98.87%

13

2.09%

1

0.16%

0

0.00%

9

Network Solutions

105

16.88%

1

0.16%

1

0.16%

0

0.00%

The peer set splits into two groups. Porkbun and Namecheap are named in nearly every answer and endorsed in most of them, so they occupy the default recommendation slot. Squarespace, Dynadot and GoDaddy are mentioned often but endorsed far less often, which suggests reach without a settled recommendation.

A second gap is starker. Name.com and Domain.com appear in almost every answer yet are rarely endorsed, and Network Solutions barely appears at all. Being named is not the same as being chosen, and these companies are visible without being preferred.

For the agency, the useful starting point is to treat visibility and endorsement as separate problems. Companies with reach but weak endorsement need evidence about how they are described, while companies with little reach need a different conversation entirely.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Domain Registrars snapshots?

Company

Oct 2026

Nov 2026

Porkbun

399 / 645 (61.86%)

380 / 622 (61.09%)

Namecheap

397 / 645 (61.55%)

376 / 622 (60.45%)

Squarespace

144 / 645 (22.33%)

146 / 622 (23.47%)

Dynadot

170 / 645 (26.36%)

130 / 622 (20.90%)

GoDaddy

160 / 645 (24.81%)

127 / 622 (20.42%)

IONOS

52 / 645 (8.06%)

45 / 622 (7.23%)

Name.com

24 / 645 (3.72%)

18 / 622 (2.89%)

Domain.com

16 / 645 (2.48%)

13 / 622 (2.09%)

Network Solutions

2 / 645 (0.31%)

1 / 622 (0.16%)

Only months with verified results are shown. Monthly sample coverage is listed in Methodology.

The two months are separate samples, so the movement should be read as recorded change rather than like-for-like performance. Porkbun and Namecheap held their endorsement levels broadly steady while their mention counts eased. Squarespace edged upward on both measures.

Dynadot and GoDaddy recorded lower mention and recommendation counts in the later sample. Name.com and Domain.com show a sharp rise in appearances alongside a small fall in endorsements. The samples differ between months, so these movements are not evidence of cause.

AI recommendation trend

Observed recommendation rate (%), Oct 2026 to Nov 2026

  • Porkbun-0.77 pp
    Oct 202661.86%
    Nov 202661.09%
  • Namecheap-1.10 pp
    Oct 202661.55%
    Nov 202660.45%
  • Squarespace+1.14 pp
    Oct 202622.33%
    Nov 202623.47%
  • Dynadot-5.46 pp
    Oct 202626.36%
    Nov 202620.90%
  • GoDaddy-4.39 pp
    Oct 202624.81%
    Nov 202620.42%
  • IONOS-0.83 pp
    Oct 20268.06%
    Nov 20267.23%
  • Name.com-0.83 pp
    Oct 20263.72%
    Nov 20262.89%
  • Domain.com-0.39 pp
    Oct 20262.48%
    Nov 20262.09%
  • Network Solutions-0.15 pp
    Oct 20260.31%
    Nov 20260.16%

Separate selected monthly samples. Missing points are unavailable, not zero. Provider/prompt equivalence is unverified; rate movement does not demonstrate causation.

Company-by-company findings

IONOS

Questions This Section Answers

  • What measured visibility pattern and review priority does IONOS have in Domain Registrars?

IONOS recorded 155 mentions (24.92%) and 45 recommendations (7.23%) across 622 answers included in the benchmark. Top 3 placements numbered 14; first-place recommendations numbered 4. Framing among its mentions was 47 positive, 75 neutral and 33 negative.

From October 2026 to November 2026, IONOS's mention count fell from 186 to 155, while its recommendation count fell from 52 to 45. The recommendation rate was 8.06% and 7.23% respectively.

AI answers contained 8 conflicting claims about IONOS: 0 critical, 0 high, 8 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

domains under management

medium

~5M

7–22 million

domains under management

medium

over 9.4 million

7–22 million

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

godaddy alternatives

2

2

2

godaddy competitors

2

2

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://ionos.com/domains/domain-names.

Selected third-party review candidate: https://cybernews.com/best-domain-registrars/largest-domain-registrars/.

IONOS is endorsed more often than its first-place count implies, so its reach is real but concentrated below the top slot. The recorded conflicts concern domains under management, which is a factual question rather than a positioning one. We would propose a conditional fact-check of those claims against current primary sources, then a page brief for the owned domain page only if verification supports a change.

Dynadot

Questions This Section Answers

  • What measured visibility pattern and review priority does Dynadot have in Domain Registrars?

Dynadot recorded 221 mentions (35.53%) and 130 recommendations (20.90%) across 622 answers included in the benchmark. Top 3 placements numbered 37; first-place recommendations numbered 1. Framing among its mentions was 143 positive, 78 neutral and 0 negative.

From October 2026 to November 2026, Dynadot's mention count fell from 240 to 221, while its recommendation count fell from 170 to 130. The recommendation rate was 26.36% and 20.90% respectively.

AI answers contained 6 conflicting claims about Dynadot: 0 critical, 0 high, 6 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

domains under management

medium

~5–9M

11–12 million

domains under management

medium

~5–9M

over 16 million

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Where is the best place to buy a domain?

4

3

3

Who has the cheapest domain names?

3

3

3

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://dynadot.com/domain/search.

Selected third-party review candidate: https://cybernews.com/best-domain-registrars/largest-domain-registrars/.

Dynadot is endorsed at a healthy rate but almost never placed first, so it is a frequent supporting choice rather than a leading one. Its recorded conflicts also concern domains under management. We would propose verifying those figures against current primary sources before any correction, and a review of the owned search page to check whether the facts buyers rely on are stated clearly.

GoDaddy

Questions This Section Answers

  • What measured visibility pattern and review priority does GoDaddy have in Domain Registrars?

GoDaddy recorded 586 mentions (94.21%) and 127 recommendations (20.42%) across 622 answers included in the benchmark. Top 3 placements numbered 76; first-place recommendations numbered 10. Framing among its mentions was 130 positive, 251 neutral and 205 negative.

From October 2026 to November 2026, GoDaddy's mention count fell from 610 to 586, while its recommendation count fell from 160 to 127. The recommendation rate was 24.81% and 20.42% respectively.

AI answers contained 21 conflicting claims about GoDaddy: 0 critical, 1 high, 15 medium, 5 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

total domains managed / global market share

medium

~81 million domains, ~21% of global market

~88.9 million domains, ~10.75% of global market

market share

medium

about 24.5% market share

over 11% of the global domain name registration market

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Where do I purchase a domain name?

5

5

3

Where can I purchase domains?

3

3

3

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://godaddy.com/domains.

Selected third-party review candidate: https://cybernews.com/best-domain-registrars/largest-domain-registrars/.

GoDaddy is named in almost every answer, yet endorsement lags well behind that reach, and negative framing is common. The recorded conflicts involve domain totals and market share, which are checkable facts. We would propose a fact-check of those figures against current primary sources and a page brief for the owned domains page, treating any correction as conditional on verification.

Porkbun

Questions This Section Answers

  • What measured visibility pattern and review priority does Porkbun have in Domain Registrars?

Porkbun recorded 491 mentions (78.94%) and 380 recommendations (61.09%) across 622 answers included in the benchmark. Top 3 placements numbered 330; first-place recommendations numbered 118. Framing among its mentions was 406 positive, 85 neutral and 0 negative.

From October 2026 to November 2026, Porkbun's mention count rose from 483 to 491, while its recommendation count fell from 399 to 380. The recommendation rate was 61.86% and 61.09% respectively.

AI answers contained 9 conflicting claims about Porkbun: 0 critical, 0 high, 3 medium, 6 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

.com renewal price

low

~$10.37 renewal

$11.06 renewal

.com renewal price

medium

~$11.20/yr

~$11.98/yr

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best domain registration site?

6

6

6

Which site is best to buy domains?

6

6

6

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://porkbun.com/.

Selected third-party review candidate: https://cloudflare.com/application-services/solutions/low-cost-domain-names/.

Porkbun combines broad reach with strong endorsement and almost no negative framing, so its position looks settled rather than fragile. The recorded conflicts are minor and concern renewal pricing. We would propose a light fact-check of those price claims against current primary sources, and a review of the owned homepage to confirm the pricing buyers see is stated plainly.

Name.com

Questions This Section Answers

  • What measured visibility pattern and review priority does Name.com have in Domain Registrars?

Name.com recorded 466 mentions (74.92%) and 18 recommendations (2.89%) across 622 answers included in the benchmark. Top 3 placements numbered 10; first-place recommendations numbered 3. Framing among its mentions was 18 positive, 430 neutral and 18 negative.

From October 2026 to November 2026, Name.com's mention count rose from 85 to 466, while its recommendation count fell from 24 to 18. The recommendation rate was 3.72% and 2.89% respectively.

AI answers contained 0 conflicting claims about Name.com: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Where do I find domains?

5

5

1

Which is the best way to buy a domain?

4

4

1

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://name.com/domain/search.

Selected third-party review candidate: https://namecheap.com/.

Name.com appears in most answers but is endorsed in only a small fraction of them, and most of its framing is neutral. That pattern points to presence without preference. We would propose a page brief for the owned search page and a review of how the company is described in the selected third-party source, with any change conditional on current verification.

Namecheap

Questions This Section Answers

  • What measured visibility pattern and review priority does Namecheap have in Domain Registrars?

Namecheap recorded 615 mentions (98.87%) and 376 recommendations (60.45%) across 622 answers included in the benchmark. Top 3 placements numbered 328; first-place recommendations numbered 121. Framing among its mentions was 399 positive, 214 neutral and 2 negative.

From October 2026 to November 2026, Namecheap's mention count fell from 630 to 615, while its recommendation count fell from 397 to 376. The recommendation rate was 61.55% and 60.45% respectively.

AI answers contained 22 conflicting claims about Namecheap: 0 critical, 0 high, 17 medium, 5 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

total domains managed

low

~21.8M

around 20 million

.com renewal price

medium

~$15.98-$18.48

$18.68

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best domain registration site?

6

6

6

Which site is best to buy domains?

6

6

6

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://namecheap.com/.

Selected third-party review candidate: https://cybernews.com/best-domain-registrars/largest-domain-registrars/.

Namecheap pairs near-universal reach with strong endorsement, making it one of the two default choices in this peer set. Its recorded conflicts are mostly low severity and concern domain totals and renewal pricing. We would propose a targeted fact-check of those figures against current primary sources, plus a review of the owned homepage for clarity on pricing.

Domain.com

Questions This Section Answers

  • What measured visibility pattern and review priority does Domain.com have in Domain Registrars?

Domain.com recorded 615 mentions (98.87%) and 13 recommendations (2.09%) across 622 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 13 positive, 536 neutral and 66 negative.

From October 2026 to November 2026, Domain.com's mention count rose from 115 to 615, while its recommendation count fell from 16 to 13. The recommendation rate was 2.48% and 2.09% respectively.

AI answers contained 0 conflicting claims about Domain.com: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

What is the best domain website?

5

5

1

Where is the best place to buy a domain?

4

4

1

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://domain.com/.

Selected third-party review candidate: https://cloudflare.com/application-services/solutions/low-cost-domain-names/.

Domain.com is named in nearly every answer yet almost never endorsed, and negative framing outweighs positive. That is a visibility-without-preference pattern. We would propose a page brief for the owned homepage and a review of the selected third-party source, checking current contents before proposing any change. No conflicting claims were recorded, so fact-checking is not the first task here.

Squarespace

Questions This Section Answers

  • What measured visibility pattern and review priority does Squarespace have in Domain Registrars?

Squarespace recorded 358 mentions (57.56%) and 146 recommendations (23.47%) across 622 answers included in the benchmark. Top 3 placements numbered 61; first-place recommendations numbered 10. Framing among its mentions was 152 positive, 181 neutral and 25 negative.

From October 2026 to November 2026, Squarespace's mention count rose from 341 to 358, while its recommendation count rose from 144 to 146. The recommendation rate was 22.33% and 23.47% respectively.

AI answers contained 9 conflicting claims about Squarespace: 0 critical, 1 high, 7 medium, 1 low. Of these, 1 was rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

Review topic

Severity

Recorded AI claim A

Recorded AI claim B

domains under management

medium

~7–8M

roughly 9.8 million

standard .com domain price

high

~$20/year for new .com domains

$12/year for standard .com

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

Where can I purchase a domain?

4

4

2

Where do I find domains?

5

4

2

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://domains.squarespace.com/.

Selected third-party review candidate: https://cybernews.com/best-domain-registrars/largest-domain-registrars/.

Squarespace is endorsed at a moderate rate but rarely placed first, so it functions as a secondary option. One recorded conflict concerns standard domain pricing and carries higher priority than the rest. We would propose verifying that price claim against current primary sources first, then a page brief for the owned domains page if the evidence supports a change.

Network Solutions

Questions This Section Answers

  • What measured visibility pattern and review priority does Network Solutions have in Domain Registrars?

Network Solutions recorded 105 mentions (16.88%) and 1 recommendation (0.16%) across 622 answers included in the benchmark. Top 3 placements numbered 1; first-place recommendations numbered 0. Framing among its mentions was 1 positive, 87 neutral and 17 negative.

From October 2026 to November 2026, Network Solutions' mention count fell from 121 to 105, while its recommendation count fell from 2 to 1. The recommendation rate was 0.31% and 0.16% respectively.

AI answers contained 0 conflicting claims about Network Solutions: 0 critical, 0 high, 0 medium, 0 low. Of these, 0 were rated critical or high priority; the critical claims are included in that total. These ratings help prioritize fact-checking. They do not establish that a company or publisher made an error.

No results are available for this part of the analysis.

Both columns quote AI answers, not verified company facts. Resolve the entity, date and source before deciding whether a correction is warranted; different dates can explain an apparent conflict.

Question observed in the research

Benchmark answers to this question

Company mentions

Company recommendations

How do I create my own domain?

1

1

1

How can I purchase a domain name?

2

2

0

These are recorded answer observations, not search volume, verified demand, or proof of missing website content.

Selected owned-page review candidate: https://networksolutions.com/blog/best-domain-name-providers/.

Selected third-party review candidate: https://cloudflare.com/application-services/solutions/low-cost-domain-names/.

Network Solutions has very little presence in these answers and almost no endorsement, with negative framing outweighing positive. The observed evidence is too thin to support strong conclusions. We would propose a page brief for the owned blog page and a review of the selected third-party source, verifying current contents before any request or edit.

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The CiteWorks five-step improvement plan

Step 1. Establish the baseline

Questions This Section Answers

  • What should the agency deliver when it works to establish the baseline for Domain Registrars?

Build a scorecard that records each company's mentions, endorsements and placements as separate columns, with the sample month attached to every row. Note the sample size and the services covered so future months can be compared honestly. Assign an owner and a review status to each record.

Step 2. Verify disputed facts

Questions This Section Answers

  • What should the agency deliver when it works to verify disputed facts for Domain Registrars?

AI answers contained 75 conflicting claims across 6 companies. Another 0 possible conflicts were excluded because their company matches were uncertain. The conflicting claims need fact-checking before any corrections are proposed.

Work through the recorded conflicts company by company, starting with the higher-priority pricing and market-share claims. For each, confirm the entity, the date and the primary source before deciding whether a correction is warranted. Claims whose company match is uncertain stay out of the queue.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Domain Registrars?

Turn the supplied owned-page candidates into page briefs. Each brief should state what needs checking, what evidence would justify an edit, and what would justify leaving the page alone. No edit proceeds until current page contents and facts are verified.

Step 4. Review third-party sources

Questions This Section Answers

  • What should the agency deliver when it works to review third-party sources for Domain Registrars?

Prepare source-review packages for the selected third-party pages. Confirm what each page currently says before drafting any request, and record requests and responses separately from confirmed edits. A citation in an answer is not evidence that the page influenced it.

Step 5. Address buyer questions and measure again

Questions This Section Answers

  • What should the agency deliver when it works to address buyer questions and measure again for Domain Registrars?

Draft content briefs from the buyer questions observed in the research, covering registrar choice and pricing comparisons. Track completed work separately from answer outcomes, and plan a fresh scorecard once the work is delivered so movement can be read against a comparable sample.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Domain Registrars?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://cloudflare.com/application-services/solutions/low-cost-domain-names/

121

Porkbun, Name.com, Namecheap, Domain.com, Network Solutions

https://cybernews.com/best-domain-registrars/largest-domain-registrars/

12

IONOS, Dynadot, GoDaddy, Namecheap, Squarespace

https://namecheap.com/

124

Porkbun, Name.com

https://domainnamestat.com/statistics/registrar/others

19

IONOS, Squarespace

https://godaddy.com/domains

118

Domain.com

https://instantdomainsearch.com/learn/guides/best-domain-registrars-2026

37

Dynadot

https://hostingseekers.com/blog/largest-domain-registrars/

6

GoDaddy

https://en.wikipedia.org/wiki/Network_Solutions

2

Network Solutions

These pages are candidates for review, not confirmed errors. Citation appearances are counted across the captured answers and are not added again for each company.

The publisher list should be prioritized by relevance and by how many of the peer companies each page covers, not by citation appearances alone. The Cloudflare low-cost page and the Cybernews registrar ranking each span several companies, which makes them efficient first reviews. The Namecheap and GoDaddy pages are company-owned, so treat them as competitor context rather than neutral sources.

Before any request, confirm what each page currently says and whether the cited claims are accurate. Citation counts describe how often a URL appeared in captured answers; they do not show that the page shaped the answer.

What we'd prioritize first

Period

Deliverable

Completion criterion

Days 1–30

Baseline scorecard, scoped fact-review register and page/source shortlist

Each record has an owner, evidence requirement and review status

Days 31–60

Approved page briefs and justified publisher requests

Separate confirmed edits, no-change decisions, requests and responses

Days 61–90

Buyer-content briefs and a fresh scorecard

Record work completed separately from measured answer outcomes and comparability limits

Start with the endorsement gap rather than the mention gap. Name.com and Domain.com are already visible in most answers, so the open question is why they are rarely endorsed, and that question needs evidence before content work. In parallel, verify the higher-priority pricing and market-share claims, since those affect what buyers are told.

Porkbun and Namecheap need lighter attention because their position is already strong. The first month should produce the scorecard, the scoped fact-review list and the page and source shortlist, each with an owner and a review status.

Methodology and conclusion

Questions This Section Answers

  • What do the Domain Registrars sample and source-review limits allow us to conclude?

This report covers 2026-11. The exact dates when the original AI answers were collected have not been verified. The visibility rates use 622 answers that met the benchmark's inclusion rules. A company is recommended only when the answer both endorses it and uses positive wording. Top 3 and first-place counts are part of those recommendations, not extra recommendations.

An answer can mention or recommend several companies, so company counts cannot be added to find the number of distinct answers. The net sentiment score is positive minus negative mentions, divided by all company mentions; it describes answer wording, not customer satisfaction.

The wider citation analysis covers 800 captured answers and 5394 appearances of cited URLs. Citation appearances across all captured answers differ from the number of benchmark answers citing a page and the number that also recommend a company. The current contents of cited pages and disputed company claims still need independent verification.

Monthly sample coverage:

Reporting month

Answers included

AI services covered

Services

Oct 2026

645

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Nov 2026

622

6

ChatGPT, Copilot, Gemini, Google AI Mode, Google AI Overviews, Perplexity

Reliable results for July 2026 are unavailable. This is a gap in the history, not a result of zero. Reliable results for August 2026 are unavailable. This is a gap in the history, not a result of zero. Reliable results for September 2026 are unavailable. This is a gap in the history, not a result of zero.

The answer samples differ between months. These comparisons show how the recorded results changed; they do not establish why they changed.

These results describe how often each company was named and endorsed in the included answers for the reporting month, not customer satisfaction or market share. Endorsement requires both an affirmative recommendation and positive wording. Placements sit inside endorsements rather than adding to them, and company counts cannot be summed to reach a number of distinct answers.

The monthly samples differ, so comparisons show recorded movement without establishing cause. The cited pages and disputed claims still need independent verification. Proposed work should be tracked as completed deliverables, separate from any later change in answer outcomes.

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Understanding AI search visibility.

AI search experiences create answers by pulling information from many places online and summarizing it into a single response.

What Is AI Citation Intelligence?
AI citation intelligence is the process of measuring where AI platforms source their information and how frequently a brand is mentioned or referenced in AI-generated responses. Because LLMs synthesize across multiple sources, the sites and brands that appear repeatedly tend to influence how a topic or company is framed. This practice focuses on identifying which sources shape AI outputs and tracking brand visibility across different AI systems.
What Is Citation Architecture?
Citation architecture describes the set of sources that consistently inform how AI systems talk about a brand, product, or topic. LLMs draw from websites, articles, forums, and public discussion, and the sources they rely on most often become the backbone of their answers. Building strong citation architecture means ensuring that accurate, credible, high authority sources are the ones most likely to shape the way AI tools summarize and recommend a brand.
What Is Generative Engine Optimization?
Generative engine optimization (GEO) is the practice of improving the chances that AI systems use and cite your brand or content when generating answers. While traditional SEO is centered on ranking pages in search results, GEO focuses on how LLMs retrieve, interpret, and combine information when responding to a question. The objective is to strengthen the content and sources AI systems rely on, so your brand is treated as a trusted reference in AI responses.
What Is AI Share of Voice?
AI share of voice tracks how often a brand appears in AI-generated answers compared with competitors in the same category. It reflects visibility across AI platforms such as ChatGPT, Gemini, Claude, and Perplexity. Monitoring AI share of voice helps organizations see whether AI systems consistently include and recommend their brand for key queries or whether competitor brands are showing up more often.

About The Author

Mark Huntley

Mark Huntley

Founder and CEO

Mark Huntley, J.D. is founder of CiteWorks Studio, a strategic advisory focused on visibility, authority, and recommendation presence in AI-shaped search environments. His work centers on embedding-level GEO, vector optimization, and cosine gap engineering — helping brands align their digital presence with the retrieval systems that increasingly shape discovery, interpretation, and choice.

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