How AI answer engines name Napier AI
Data through November 9, 2026
Across 2,000 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Fintech between May 10, 2026 and November 9, 2026, Napier AI was named in 16 (0.8%). That share is tied for the 31st highest of the 45 brands this record lists under Fintech. Among engines and question types with at least 100 answers, Napier AI was named most on Perplexity, 2.5% (12 of 477), and least on ChatGPT, 0.0% (0 of 477); most on "Ranked list" questions, 5.9% (15 of 253), and least on "Best-of" questions, 0.0% (0 of 256).
By engine
Answers each engine gave to buyer questions about Fintech, and how many of them named Napier AI.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 477 | 0.0% |
| Claude | 3 | 477 | 0.6% |
| Gemini | 1 | 400 | 0.3% |
| Perplexity | 12 | 477 | 2.5% |
| Google AI Mode | 0 | 124 | 0.0% |
| Google AI Overviews | 0 | 45 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 256 | 0.0% |
| Ranked list | 15 | 253 | 5.9% |
| Head-to-head | 0 | 230 | 0.0% |
| Is it worth it | 0 | 256 | 0.0% |
| How to choose | 0 | 253 | 0.0% |
| Problem first | 0 | 252 | 0.0% |
| News | 1 | 500 | 0.2% |
Question types within each engine
The same home-category sample, separated by engine and question type. Named counts a name match, not an endorsement. Zero means no name match in the stored answers shown; an omitted type has no stored answers, not a zero mention rate. These pooled historical counts are not a controlled engine comparison: prompts, models, collection routes and sampling frequencies can differ. They are not buyer demand or a movement measure.
ChatGPT
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 66 | 0.0% |
| Ranked list | 0 | 65 | 0.0% |
| Head-to-head | 0 | 58 | 0.0% |
| Is it worth it | 0 | 66 | 0.0% |
| How to choose | 0 | 65 | 0.0% |
| Problem first | 0 | 65 | 0.0% |
| News | 0 | 92 | 0.0% |
Claude
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 66 | 0.0% |
| Ranked list | 3 | 65 | 4.6% |
| Head-to-head | 0 | 58 | 0.0% |
| Is it worth it | 0 | 66 | 0.0% |
| How to choose | 0 | 65 | 0.0% |
| Problem first | 0 | 65 | 0.0% |
| News | 0 | 92 | 0.0% |
Gemini
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 52 | 0.0% |
| Ranked list | 0 | 51 | 0.0% |
| Head-to-head | 0 | 51 | 0.0% |
| Is it worth it | 0 | 52 | 0.0% |
| How to choose | 0 | 51 | 0.0% |
| Problem first | 0 | 51 | 0.0% |
| News | 1 | 92 | 1.1% |
Perplexity
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 66 | 0.0% |
| Ranked list | 12 | 65 | 18.5% |
| Head-to-head | 0 | 58 | 0.0% |
| Is it worth it | 0 | 66 | 0.0% |
| How to choose | 0 | 65 | 0.0% |
| Problem first | 0 | 65 | 0.0% |
| News | 0 | 92 | 0.0% |
Google AI Mode
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 4 | 0.0% |
| Ranked list | 0 | 4 | 0.0% |
| Head-to-head | 0 | 3 | 0.0% |
| Is it worth it | 0 | 4 | 0.0% |
| How to choose | 0 | 4 | 0.0% |
| Problem first | 0 | 4 | 0.0% |
| News | 0 | 101 | 0.0% |
Google AI Overviews
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 2 | 0.0% |
| Ranked list | 0 | 3 | 0.0% |
| Head-to-head | 0 | 2 | 0.0% |
| Is it worth it | 0 | 2 | 0.0% |
| How to choose | 0 | 3 | 0.0% |
| Problem first | 0 | 2 | 0.0% |
| News | 0 | 31 | 0.0% |
Week by week
Napier AI was named in at least one answer in 9 of the 19 weeks on record; the latest was the week of November 9, 2026.
Each week's answers to buyer questions about Fintech, Monday to Sunday, newest first, and how many of them named Napier AI. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 2 | 112 | 1.8% | |
| 3 | 135 | 2.2% | |
| 2 | 168 | 1.2% | |
| 2 | 178 | 1.1% | |
| 1 | 179 | 0.6% | |
| 1 | 168 | 0.6% | |
| 0 | 92 | 0.0% | |
| 3 | 192 | 1.6% | |
| 1 | 192 | 0.5% | |
| 0 | 84 | 0.0% | |
| 0 | 48 | 0.0% | |
| 0 | 40 | 0.0% | |
| 0 | 54 | 0.0% | |
| 1 | 52 | 1.9% | |
| 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 Napier AI alongside another brand in this record, it was named first in 2 of 15 (13.3%).
Named alongside
- Unit21: named together in 13 answers
- NICE Actimize: named together in 6 answers
- LexisNexis: named together in 2 answers
Other sources the engines cited when they named Napier AI
Domains other than Napier AI's own sites, ranked by the number of answers that named Napier AI and cited each domain. Own-site citations are shown separately below.
| Domain | Answers |
|---|---|
| flagright.com | 11 |
| shuftipro.com | 8 |
| sphinxhq.com | 7 |
| complyadvantage.com | 6 |
| fraudio.com | 6 |
| amlwatcher.com | 5 |
| fintechspecs.com | 5 |
| sumsub.com | 5 |
| zigram.tech | 5 |
| alessa.com | 4 |
Napier AI's own site (napier.ai) was cited in 1 of 16 (6.3%).
Across every answer run in the Machine Relations Index, not only the answers that named Napier AI, napier.ai was cited in 1 of 37,536 (0.00%), by 1 of the 6 engines it observes. The Index is still collecting evidence on napier.ai before it grades or ranks it.
Across every Fintech buyer question, not only the answers that named Napier AI, 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.
Window-to-window brand movement is unmeasured. The stored counts do not establish unchanged prompts, collection instruments and sampling weights across periods. Historical counts and weekly rows are descriptive, not a matched trend.
Source: Machine Relations Index.
FAQ
Does ChatGPT recommend Napier AI?
ChatGPT did not name Napier AI in any of its 477 answers to buyer questions about Fintech between May 10, 2026 and November 9, 2026.
Which sources do AI engines cite when they mention Napier AI?
Excluding Napier AI's own sites, the domains cited most often in answers that named Napier AI were flagright.com (11 answers), shuftipro.com (8 answers) and sphinxhq.com (7 answers). Napier AI's own site (napier.ai) was cited in 1 of 16 (6.3%).
Which AI engine names Napier AI most often?
Perplexity, at 2.5%: it named Napier AI in 12 of 477 answers to buyer questions about Fintech.