Money Transfer Fintech in AI Search: The Biggest AI Visibility Problems and How We'd Fix Them

Mark HuntleyBy Mark HuntleyFounder and CEO
17 minutes read

Key Takeaways

  • Wise led the benchmark with 421 mentions and 223 recommendations, while BookMyForex ranked second on both measures.
  • Niyo had a smaller mention base but a recommendation rate close to the leaders, suggesting strong endorsement relative to reach.
  • Revolut had broad visibility but a much lower recommendation rate, with several high-priority factual conflicts to verify.
  • moneyHOP appeared in very few answers and received no recommendations, making positioning and evidence the main issues to address.

Companies covered: Niyo, Wise, Revolut, Instarem, moneyHOP, BookMyForex, ExTravelMoney

Answer Capsule

The November 2026 Money Transfer Fintech benchmark compares 7 companies across 488 AI answers that met its inclusion rules. Wise recorded 421 mentions and 223 recommendations (45.70% 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 Money Transfer Fintech benchmark show about mentions, recommendations and placement?

Rank

Company

Mentions

Mention rate

Recommendations

Recommendation rate

Top 3

Top 3 rate

#1

#1 rate

1

Wise

421

86.27%

223

45.70%

204

41.80%

133

27.25%

2

BookMyForex

348

71.31%

182

37.30%

166

34.02%

97

19.88%

3

Niyo

158

32.38%

146

29.92%

137

28.07%

37

7.58%

4

Revolut

228

46.72%

82

16.80%

77

15.78%

6

1.23%

5

ExTravelMoney

79

16.19%

53

10.86%

50

10.25%

3

0.61%

6

Instarem

41

8.40%

30

6.15%

27

5.53%

2

0.41%

7

moneyHOP

2

0.41%

0

0.00%

0

0.00%

0

0.00%

Wise and BookMyForex lead the peer set on both mentions and recommendations, and Niyo earns endorsements at a rate close to theirs from a smaller mention base. Together they set the reference point the rest of the field is read against.

Revolut shows a different shape: wide reach but a recommendation rate well below its mention rate, and few first-place finishes. ExTravelMoney and Instarem sit in a narrower band where endorsements track mentions fairly closely, while moneyHOP barely appears and drew no endorsements, so understanding its position comes before any target. The agency would propose a scorecard separating mentions, endorsements and placement for each peer, plus buyer-question content and page briefs for the companies where endorsement lags reach.

What changed since last month

Questions This Section Answers

  • What changed across the usable monthly Money Transfer Fintech snapshots?

Company

Jul 2026

Aug 2026

Sep 2026

Oct 2026

Nov 2026

Wise

269 / 509 (52.85%)

268 / 567 (47.27%)

289 / 570 (50.70%)

289 / 557 (51.89%)

223 / 488 (45.70%)

BookMyForex

256 / 509 (50.29%)

286 / 567 (50.44%)

271 / 570 (47.54%)

240 / 557 (43.09%)

182 / 488 (37.30%)

Niyo

199 / 509 (39.10%)

234 / 567 (41.27%)

240 / 570 (42.11%)

212 / 557 (38.06%)

146 / 488 (29.92%)

Revolut

99 / 509 (19.45%)

81 / 567 (14.29%)

89 / 570 (15.61%)

102 / 557 (18.31%)

82 / 488 (16.80%)

ExTravelMoney

49 / 509 (9.63%)

72 / 567 (12.70%)

64 / 570 (11.23%)

64 / 557 (11.49%)

53 / 488 (10.86%)

Instarem

28 / 509 (5.50%)

34 / 567 (6.00%)

36 / 570 (6.32%)

38 / 557 (6.82%)

30 / 488 (6.15%)

moneyHOP

3 / 509 (0.59%)

2 / 567 (0.35%)

2 / 570 (0.35%)

3 / 557 (0.54%)

0 / 488 (0.00%)

Across the selected monthly samples, the top three companies all show lower mention and recommendation counts in the latest month than in the prior one. The samples differ in size between months, so these are separate snapshots rather than a like-for-like trend.

Revolut's mention count moved up while its recommendation count moved down. Instarem, ExTravelMoney and moneyHOP recorded fewer mentions and fewer recommendations. BookMyForex's recommendation count fell by more than its mention count.

These movements describe what the recorded answers showed. They do not establish why counts or rates changed, and the differing sample sizes limit direct comparison.

AI recommendation trend

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

0%15%30%45%60%Jul 2026Aug 2026Sep 2026Oct 2026Nov 2026Jul 2026: 52.85%Aug 2026: 47.27%Sep 2026: 50.70%Oct 2026: 51.89%Nov 2026: 45.70%Jul 2026: 50.29%Aug 2026: 50.44%Sep 2026: 47.54%Oct 2026: 43.09%Nov 2026: 37.30%Jul 2026: 39.10%Aug 2026: 41.27%Sep 2026: 42.11%Oct 2026: 38.06%Nov 2026: 29.92%Jul 2026: 19.45%Aug 2026: 14.29%Sep 2026: 15.61%Oct 2026: 18.31%Nov 2026: 16.80%Jul 2026: 9.63%Aug 2026: 12.70%Sep 2026: 11.23%Oct 2026: 11.49%Nov 2026: 10.86%Jul 2026: 5.50%Aug 2026: 6.00%Sep 2026: 6.32%Oct 2026: 6.82%Nov 2026: 6.15%Jul 2026: 0.59%Aug 2026: 0.35%Sep 2026: 0.35%Oct 2026: 0.54%Nov 2026: 0.00%
  • Wise45.70%
  • BookMyForex37.30%
  • Niyo29.92%
  • Revolut16.80%
  • ExTravelMoney10.86%
  • Instarem6.15%
  • moneyHOP0.00%

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

Niyo

Questions This Section Answers

  • What measured visibility pattern and review priority does Niyo have in Money Transfer Fintech?

Niyo recorded 158 mentions (32.38%) and 146 recommendations (29.92%) across 488 answers included in the benchmark. Top 3 placements numbered 137; first-place recommendations numbered 37. Framing among its mentions was 147 positive, 11 neutral and 0 negative.

From October 2026 to November 2026, Niyo's mention count fell from 233 to 158, while its recommendation count fell from 212 to 146. The recommendation rate was 38.06% and 29.92% respectively.

AI answers contained 1 conflicting claim about Niyo: 0 critical, 0 high, 1 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

forex markup on Niyo Global

medium

zero forex markup

near-zero or low markup depending on variant

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

Which is the best forex card for travel?

4

4

4

Which debit card works internationally?

4

4

3

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

Selected owned-page review candidate: https://goniyo.com/currency-exchange.

Selected third-party review candidate: https://paisabazaar.com/credit-card/forex-prepaid-cards/.

Niyo is named in roughly a third of answers and endorsed in almost as many, with most placements inside the top three. That closeness between reach and endorsement is a strength worth protecting rather than a gap to close.

The one recorded conflict concerns forex markup wording on the Niyo Global card. We would verify the current product terms against primary sources before treating either version as wrong, then decide whether any correction is warranted.

Proposed work: a fact-check brief on the markup claim and a review of the selected owned and third-party pages, conditional on what verification shows.

Wise

Questions This Section Answers

  • What measured visibility pattern and review priority does Wise have in Money Transfer Fintech?

Wise recorded 421 mentions (86.27%) and 223 recommendations (45.70%) across 488 answers included in the benchmark. Top 3 placements numbered 204; first-place recommendations numbered 133. Framing among its mentions was 239 positive, 182 neutral and 0 negative.

From October 2026 to November 2026, Wise's mention count fell from 495 to 421, while its recommendation count fell from 289 to 223. The recommendation rate was 51.89% and 45.70% respectively.

AI answers contained 4 conflicting claims about Wise: 0 critical, 0 high, 3 medium, 1 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

supported currencies count

medium

40+ currencies

50+ currencies

supported currencies count

medium

40+ currencies

50+ currencies

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 debit card to use internationally?

5

5

5

What is the cheapest way to send money internationally?

5

5

5

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

Selected owned-page review candidate: https://wise.com/in/blog/best-forex-cards.

Selected third-party review candidate: https://paisabazaar.com/credit-card/forex-prepaid-cards/.

Wise leads the peer set on reach, recommendations and first-place finishes, and its mentions carry no negative framing. The task is defending a strong position rather than building one.

The recorded conflicts concern supported currency counts, where answers disagree on the figure. We would confirm the current number from primary sources and check whether the selected pages state it consistently.

Proposed work: a currency-count fact check and a page brief for the selected owned and third-party pages, with edits only after verification.

Revolut

Questions This Section Answers

  • What measured visibility pattern and review priority does Revolut have in Money Transfer Fintech?

Revolut recorded 228 mentions (46.72%) and 82 recommendations (16.80%) across 488 answers included in the benchmark. Top 3 placements numbered 77; first-place recommendations numbered 6. Framing among its mentions was 97 positive, 131 neutral and 0 negative.

From October 2026 to November 2026, Revolut's mention count rose from 214 to 228, while its recommendation count fell from 102 to 82. The recommendation rate was 18.31% and 16.80% respectively.

AI answers contained 3 conflicting claims about Revolut: 0 critical, 3 high, 0 medium, 0 low. Of these, 3 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

availability of outbound international transfers from India

high

Revolut does not support outbound international transfers from India

Revolut available in India with multi-currency card and transfers

availability of Revolut Business accounts in Canada

high

Revolut is not available/allowed in Canada (no services launched)

Revolut Business accounts remain accessible in Canada

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 debit card to use internationally?

5

4

4

What is the cheapest way to send money internationally?

5

4

4

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

Selected owned-page review candidate: https://revolut.com/currency-converter/convert-aed-to-inr-exchange-rate/.

Selected third-party review candidate: https://finder.com/ca/digital-banking/revolut-review.

Revolut is named in nearly half of answers but endorsed in far fewer, and first-place finishes are rare. Reach is not the constraint; converting mentions into affirmative recommendations is where the gap sits.

The recorded conflicts are rated high priority and concern availability in India and Canada. These are factual questions we would resolve against primary sources before any page or publisher request.

Proposed work: a priority fact-check on both availability claims, then a conditional page review.

Instarem

Questions This Section Answers

  • What measured visibility pattern and review priority does Instarem have in Money Transfer Fintech?

Instarem recorded 41 mentions (8.40%) and 30 recommendations (6.15%) across 488 answers included in the benchmark. Top 3 placements numbered 27; first-place recommendations numbered 2. Framing among its mentions was 30 positive, 11 neutral and 0 negative.

From October 2026 to November 2026, Instarem's mention count fell from 47 to 41, while its recommendation count fell from 38 to 30. The recommendation rate was 6.82% and 6.15% respectively.

AI answers contained 0 conflicting claims about Instarem: 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 cheapest money transfer?

3

2

2

What is the cheapest way to transfer money?

3

2

2

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

Selected owned-page review candidate: https://instarem.com/en/currency-conversion/aud-to-inr/?amount=20.

Selected third-party review candidate: https://instarem.co.in/.

Instarem's recommendations track its mentions closely, and most of its placements fall inside the top three. First-place finishes are few, so the pattern is consistent presence rather than front-of-list standing.

No conflicting claims were recorded, which lowers the fact-checking burden and lets attention go to page quality and question coverage.

Proposed work: a page brief for the selected owned and third-party pages, checking that fees and conversion details are current and clearly stated.

moneyHOP

Questions This Section Answers

  • What measured visibility pattern and review priority does moneyHOP have in Money Transfer Fintech?

moneyHOP recorded 2 mentions (0.41%) and 0 recommendations (0.00%) across 488 answers included in the benchmark. Top 3 placements numbered 0; first-place recommendations numbered 0. Framing among its mentions was 0 positive, 2 neutral and 0 negative.

From October 2026 to November 2026, moneyHOP's mention count fell from 10 to 2, while its recommendation count fell from 3 to 0. The recommendation rate was 0.54% and 0.00% respectively.

AI answers contained 0 conflicting claims about moneyHOP: 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

Which is the best international money transfer?

1

1

0

send money from india to uae

2

1

0

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

Selected owned-page review candidate: https://moneyhop.co/blog/best-alternatives-to-wise-for-international-money-transfer-from-india-in-2026/.

Selected third-party review candidate: https://bookmyforex.com/money-transfer/.

moneyHOP was named in only a handful of answers and drew no recommendations, with the mentions that did occur framed neutrally. Before setting any target, the priority is understanding why answers name the company without endorsing it.

No conflicting claims were recorded, so the question is positioning and evidence rather than correction.

Proposed work: a diagnostic review of the selected owned page and the observed buyer questions, to identify what evidence an answer would need before endorsing the company.

BookMyForex

Questions This Section Answers

  • What measured visibility pattern and review priority does BookMyForex have in Money Transfer Fintech?

BookMyForex recorded 348 mentions (71.31%) and 182 recommendations (37.30%) across 488 answers included in the benchmark. Top 3 placements numbered 166; first-place recommendations numbered 97. Framing among its mentions was 188 positive, 160 neutral and 0 negative.

From October 2026 to November 2026, BookMyForex's mention count fell from 380 to 348, while its recommendation count fell from 240 to 182. The recommendation rate was 43.09% and 37.30% respectively.

AI answers contained 7 conflicting claims about BookMyForex: 1 critical, 0 high, 5 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

is it still in business

critical

closed

operating/available

forex markup / cross-currency fee

medium

0% markup (with separate 3.5% cross-currency fee)

near-interbank rates with low margins (no 0% claim)

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

Which is the best forex card for travel?

4

4

4

What is the cheapest way to send money abroad from India?

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://bookmyforex.com/forex-card/.

Selected third-party review candidate: https://wise.com/in/blog/best-forex-cards.

BookMyForex holds strong reach and a solid recommendation rate, though its mentions are more often neutral than positive. It sits clearly in the leading tier alongside Wise.

The recorded conflicts include a critical claim about whether the business is still operating, plus markup wording. The operating-status claim deserves first attention because it could distort how answers treat the company.

Proposed work: a priority fact-check on operating status and markup, then page briefs conditional on the verified facts.

ExTravelMoney

Questions This Section Answers

  • What measured visibility pattern and review priority does ExTravelMoney have in Money Transfer Fintech?

ExTravelMoney recorded 79 mentions (16.19%) and 53 recommendations (10.86%) across 488 answers included in the benchmark. Top 3 placements numbered 50; first-place recommendations numbered 3. Framing among its mentions was 54 positive, 25 neutral and 0 negative.

From October 2026 to November 2026, ExTravelMoney's mention count fell from 107 to 79, while its recommendation count fell from 64 to 53. The recommendation rate was 11.49% and 10.86% respectively.

AI answers contained 0 conflicting claims about ExTravelMoney: 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 is the cheapest place to exchange money?

3

3

3

What are the fees for currency exchange in Delhi?

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://extravelmoney.com/blog/which-is-better-for-international-travel-niyo-global-or-forex-card/.

Selected third-party review candidate: https://facebook.com/extravelmoney/videos/-want-to-send-money-to-germany-from-india-%EF%B8%8F-dont-waste-time-comparing-exchange-r/1056445883097053/.

ExTravelMoney's recommendations track its mentions closely, and most placements sit inside the top three, but first-place finishes are rare. The pattern is reliable mid-list presence rather than headline standing.

No conflicting claims were recorded, so the work is about strengthening the evidence answers draw on rather than correcting errors.

Proposed work: a page brief for the selected owned and third-party pages, focused on fee and location detail that answers already reference.

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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 Money Transfer Fintech?

Build a scorecard that records each company's mentions, recommendations and placements exactly as measured, with the sample size and month attached to every row. This gives later comparisons a fixed reference.

Document the inclusion rules and the differing monthly samples alongside the scorecard, so future readers can see what is and is not comparable. Assign an owner and 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 Money Transfer Fintech?

AI answers contained 15 conflicting claims across 4 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 high-priority availability claims and the critical operating-status claim. For each, confirm the entity, the date and the primary source before deciding whether anything needs correcting.

Keep ambiguous company matches out of the correction queue. Record each outcome as confirmed, no change needed, or still unresolved, with the evidence noted.

Step 3. Review owned pages

Questions This Section Answers

  • What should the agency deliver when it works to review owned pages for Money Transfer Fintech?

Turn the selected owned pages into briefs that state what each page should verify and clarify, not what it currently says. Check fees, availability and product terms against primary sources before proposing any edit.

Each brief should name the owner, the evidence required and the review status, so edits are traceable and conditional on verification.

Step 4. Review third-party sources

Questions This Section Answers

  • What should the agency deliver when it works to review third-party sources for Money Transfer Fintech?

Prepare source-review packages for the selected third-party pages, checking current contents before making any request. A citation in an answer does not show that the page influenced it, so requests should rest on verified inaccuracies rather than on citation counts alone.

Record requests and responses separately, and treat no-change decisions as valid outcomes.

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 Money Transfer Fintech?

Draft content briefs from the buyer questions already observed, covering forex card choice, international debit cards and cheapest transfer routes. These are recorded answer observations, not verified demand, so briefs should answer the question rather than assume search volume.

Measure again on a fresh sample and report delivered work separately from answer outcomes, with comparability limits stated.

Third-party authority and citation opportunities

Questions This Section Answers

  • Which cited publisher pages support targeted source review in Money Transfer Fintech?

Publisher page selected for review

Citation appearances in all captured answers

Companies covered by the page selection

https://wise.com/in/blog/best-forex-cards

40

Niyo, BookMyForex

https://paisabazaar.com/credit-card/forex-prepaid-cards/

36

Niyo, Wise

https://trueforex.in/guides/best-forex-card-india-2026

29

Wise

https://happyfares.in/blog/foreign-currency-exchange-india-guide-2026/

19

ExTravelMoney

https://bookmyforex.com/money-transfer/

17

moneyHOP

https://wise.com/in/send-money/

17

moneyHOP

https://moneytransfers.com/en-in/guides/best-international-money-transfer-companies-in-india

14

Instarem

https://thomascook.in/blog/forex/choosing-the-best-forex-card-for-your-travel-needs/

8

BookMyForex

https://finder.com/ca/digital-banking/revolut-review

3

Revolut

https://hardbacon.ca/fr/banque/revolut-canada/

2

Revolut

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 to the companies we are reviewing, not by citation appearances alone. The Wise forex-card guide and the Paisabazaar prepaid-card page cover two of the leading companies and are natural starting points.

Several pages cover only one company, which makes them simpler to verify but narrower in effect. The Revolut pages are the only ones addressing its availability questions, so they matter for the high-priority fact checks.

Before any request, confirm what each page currently says. Citation counts show that a page was referenced, not that it 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 fact dependencies that could distort how answers treat a company: the operating-status claim, the Revolut availability questions and the Wise currency count. These are verifiable and consequential, so they come before page or publisher work.

Next, brief the owned pages for the leading companies, where small clarifications protect an already strong position. For moneyHOP, the first step is diagnosis, not a target.

Then prepare publisher requests only where verification supports them, and build buyer-question content from the observed questions. Report completed work separately from answer outcomes.

Methodology and conclusion

Questions This Section Answers

  • What do the Money Transfer Fintech 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 488 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 799 captured answers and 4423 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

Jul 2026

509

6

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

Aug 2026

567

6

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

Sep 2026

570

6

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

Oct 2026

557

6

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

Nov 2026

488

6

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

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 a fixed set of AI answers treated each company in the selected month. They are not a measure of customer satisfaction, market share or search demand, and the differing monthly samples limit direct comparison.

Recommendations require both an endorsement and positive wording, and placements sit inside recommendations rather than adding to them. Citation appearances show that pages were referenced, not that they influenced an answer.

The proposed next steps are a baseline scorecard, verified fact checks, page and source reviews, and buyer-question briefs, with a fresh measurement afterward. None of this guarantees a change in future answers.

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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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