How AI answer engines name Ledge
Data through October 20, 2026
Across 1,585 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Fintech between May 10, 2026 and October 20, 2026, Ledge was named in 41 (2.6%).
Last 28 days: named in 19 of 504 answers in its home categories (3.8%), level with the 28 days before.
By engine
Answers each engine gave to buyer questions about Fintech, and how many of them named Ledge.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 11 | 358 | 3.1% |
| Claude | 6 | 358 | 1.7% |
| Gemini | 5 | 358 | 1.4% |
| Perplexity | 18 | 358 | 5.0% |
| Google AI Mode | 1 | 113 | 0.9% |
| Google AI Overviews | 0 | 40 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 41 | 184 | 22.3% |
| Ranked list | 0 | 179 | 0.0% |
| Head-to-head | 0 | 180 | 0.0% |
| Is it worth it | 0 | 183 | 0.0% |
| How to choose | 0 | 180 | 0.0% |
| Problem first | 0 | 179 | 0.0% |
| News | 0 | 500 | 0.0% |
Week by week
Ledge was named in at least one answer in 7 of the 16 weeks on record; the latest was the week of October 12, 2026.
Each week's answers to buyer questions about Fintech, Monday to Sunday, newest first, and how many of them named Ledge. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 5 | 178 | 2.8% | |
| 8 | 179 | 4.5% | |
| 7 | 168 | 4.2% | |
| 2 | 92 | 2.2% | |
| 7 | 192 | 3.6% | |
| 7 | 192 | 3.6% | |
| 5 | 84 | 6.0% | |
| 0 | 48 | 0.0% | |
| 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 Ledge alongside another brand in this record, it was named first in 14 of 21 (66.7%).
Named alongside
Sources the engines cited when they named Ledge
Domains cited in answers that named Ledge, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| airwallex.com | 23 |
| maxima.ai | 22 |
| highradius.com | 19 |
| lunos.ai | 19 |
| bluecopa.com | 16 |
| nomentia.com | 14 |
| optimus.tech | 14 |
| fintechspecs.com | 13 |
| inymbus.com | 11 |
| payhawk.com | 11 |
Ledge's own site (ledge.co) was cited in 31 of 41 (75.6%).
Across every answer run in the Machine Relations Index, not only the answers that named Ledge, ledge.co was cited in 33 of 28,201 (0.12%), by 5 of the 6 engines it observes. Its Index confidence grade is C, and the Index ranks it #761 of 32,242 cited domains and #414 of 27,839 other observed sources.
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 Ledge?
ChatGPT named Ledge in 11 of 358 answers (3.1%) to buyer questions about Fintech between May 10, 2026 and October 20, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Ledge.
Which sources do AI engines cite when they mention Ledge?
The domains cited most often in answers that named Ledge were airwallex.com (23 answers), maxima.ai (22 answers) and highradius.com (19 answers).
Which AI engine names Ledge most often?
Perplexity, at 5.0%: it named Ledge in 18 of 358 answers to buyer questions about Fintech.