How AI answer engines name Validata Software
Data through October 23, 2026
Across 1,753 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Fintech between May 10, 2026 and October 23, 2026, Validata Software was named in 10 (0.6%).
Last 28 days: named in 4 of 672 answers in its home categories (0.6%), down 0.5 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Fintech, and how many of them named Validata Software.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 10 | 400 | 2.5% |
| Claude | 0 | 400 | 0.0% |
| Gemini | 0 | 400 | 0.0% |
| Perplexity | 0 | 400 | 0.0% |
| Google AI Mode | 0 | 113 | 0.0% |
| 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 | 10 | 212 | 4.7% |
| Ranked list | 0 | 207 | 0.0% |
| Head-to-head | 0 | 208 | 0.0% |
| Is it worth it | 0 | 211 | 0.0% |
| How to choose | 0 | 208 | 0.0% |
| Problem first | 0 | 207 | 0.0% |
| News | 0 | 500 | 0.0% |
Week by week
Validata Software was named in at least one answer in 8 of the 17 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 Validata Software. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 168 | 0.6% | |
| 1 | 178 | 0.6% | |
| 1 | 179 | 0.6% | |
| 1 | 168 | 0.6% | |
| 1 | 92 | 1.1% | |
| 2 | 192 | 1.0% | |
| 2 | 192 | 1.0% | |
| 1 | 84 | 1.2% | |
| 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 Validata Software alongside another brand in this record, it was named first in 0 of 10 (0.0%).
Named alongside
- Ledge: named together in 10 answers
- Recon-X: named together in 10 answers
- SettleWise: named together in 10 answers
Sources the engines cited when they named Validata Software
Domains cited in answers that named Validata Software, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| ledge.co | 10 |
| recon-x.com | 10 |
| settlewise.finance | 10 |
| linkedin.com | 5 |
| g2.com | 4 |
| versapay.com | 4 |
| devpost.com | 3 |
| equali.io | 3 |
| juspay.io | 3 |
| endclose.com | 2 |
Validata Software's own site (validata-software.com) was cited in 10 of 10 (100.0%).
Across every answer run in the Machine Relations Index, not only the answers that named Validata Software, validata-software.com was cited in 9 of 30,032 (0.03%), by 1 of the 6 engines it observes. The Index is still collecting evidence on validata-software.com before it grades or ranks it.
Across every Fintech buyer question, not only the answers that named Validata Software, the Machine Relations Index ranks which sources AI engines cite for Fintech questions.
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 Validata Software?
ChatGPT named Validata Software in 10 of 400 answers (2.5%) to buyer questions about Fintech between May 10, 2026 and October 23, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Validata Software.
Which sources do AI engines cite when they mention Validata Software?
The domains cited most often in answers that named Validata Software were ledge.co (10 answers), recon-x.com (10 answers) and settlewise.finance (10 answers).
Which AI engine names Validata Software most often?
ChatGPT, at 2.5%: it named Validata Software in 10 of 400 answers to buyer questions about Fintech.