How AI answer engines name Swan
Data through November 2, 2026
Across 1,888 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Fintech between May 10, 2026 and November 2, 2026, Swan was named in 18 (1.0%).
Last 28 days: named in 7 of 630 answers in its home categories (1.1%), down 0.2 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Fintech, and how many of them named Swan.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 442 | 0.0% |
| Claude | 0 | 442 | 0.0% |
| Gemini | 18 | 400 | 4.5% |
| Perplexity | 0 | 442 | 0.0% |
| Google AI Mode | 0 | 119 | 0.0% |
| Google AI Overviews | 0 | 43 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 13 | 234 | 5.6% |
| Ranked list | 3 | 230 | 1.3% |
| Head-to-head | 0 | 230 | 0.0% |
| Is it worth it | 1 | 233 | 0.4% |
| How to choose | 0 | 231 | 0.0% |
| Problem first | 0 | 230 | 0.0% |
| News | 1 | 500 | 0.2% |
Week by week
Swan was named in at least one answer in 9 of the 18 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Fintech, Monday to Sunday, newest first, and how many of them named Swan. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 0 | 135 | 0.0% | |
| 2 | 168 | 1.2% | |
| 2 | 178 | 1.1% | |
| 3 | 179 | 1.7% | |
| 2 | 168 | 1.2% | |
| 1 | 92 | 1.1% | |
| 3 | 192 | 1.6% | |
| 2 | 192 | 1.0% | |
| 2 | 84 | 2.4% | |
| 1 | 48 | 2.1% | |
| 0 | 40 | 0.0% | |
| 0 | 54 | 0.0% | |
| 0 | 52 | 0.0% | |
| 0 | 34 | 0.0% | |
| 0 | 110 | 0.0% | |
| 0 | 111 | 0.0% | |
| 0 | 48 | 0.0% | |
| 0 | 3 | 0.0% |
Named first
When an answer named Swan alongside another brand in this record, it was named first in 0 of 19 (0.0%).
Named alongside
Sources the engines cited when they named Swan
Domains cited in answers that named Swan, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| connectpay.com | 6 |
| lendflow.com | 5 |
| apideck.com | 4 |
| openbankingtracker.com | 4 |
| stripe.com | 4 |
| fintechmagazine.com | 3 |
| fintechspecs.com | 3 |
| landbase.com | 3 |
| airwallex.com | 2 |
| embed.co | 2 |
Swan's own site (swan.io) was cited in 2 of 19 (10.5%).
Across every answer run in the Machine Relations Index, not only the answers that named Swan, swan.io was cited in 3 of 35,111 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on swan.io before it grades or ranks it.
Across every Fintech buyer question, not only the answers that named Swan, the Machine Relations Index ranks which sources AI engines cite for Fintech questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Fintech | 18 | 1,888 | 1.0% |
| iGaming & Betting | 1 | 1,157 | 0.1% |
How this is measured
Names are matched case-sensitively from each brand's own homepage title, in answers stored by the Machine Relations Index. Only derived counts are published here; no answer text is.
A brand appears only once it has been named in at least 10 answers on 7 separate days.
A name match counts a mention. It does not count a recommendation, and it does not measure sentiment.
Categories are the Index's buyer-question categories.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Swan?
ChatGPT did not name Swan in any of its 442 answers to buyer questions about Fintech between May 10, 2026 and November 2, 2026.
Which sources do AI engines cite when they mention Swan?
The domains cited most often in answers that named Swan were connectpay.com (6 answers), lendflow.com (5 answers) and apideck.com (4 answers).
Which AI engine names Swan most often?
Gemini, at 4.5%: it named Swan in 18 of 400 answers to buyer questions about Fintech.