How AI answer engines name Prosper
Data through October 28, 2026
Across 1,552 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Consumer Finance between May 10, 2026 and October 28, 2026, Prosper was named in 7 (0.5%).
Last 28 days: named in 3 of 1,231 answers in its home categories (0.2%), up 0.1 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Consumer Finance and Healthcare Services, and how many of them named Prosper.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 2 | 782 | 0.3% |
| Claude | 4 | 782 | 0.5% |
| Gemini | 2 | 713 | 0.3% |
| Perplexity | 2 | 782 | 0.3% |
| Google AI Mode | 0 | 137 | 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 | 465 | 0.0% |
| Ranked list | 3 | 441 | 0.7% |
| Head-to-head | 0 | 466 | 0.0% |
| Is it worth it | 0 | 463 | 0.0% |
| How to choose | 4 | 458 | 0.9% |
| Problem first | 0 | 454 | 0.0% |
| News | 3 | 494 | 0.6% |
Week by week
Prosper was named in at least one answer in 8 of the 23 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Consumer Finance and Healthcare Services, Monday to Sunday, newest first, and how many of them named Prosper. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 0 | 176 | 0.0% | |
| 1 | 272 | 0.4% | |
| 1 | 353 | 0.3% | |
| 1 | 346 | 0.3% | |
| 1 | 304 | 0.3% | |
| 0 | 8 | 0.0% | |
| 0 | 200 | 0.0% | |
| 0 | 184 | 0.0% | |
| 0 | 180 | 0.0% | |
| 0 | 4 | 0.0% | |
| 0 | 192 | 0.0% | |
| 2 | 192 | 1.0% | |
| 0 | 168 | 0.0% | |
| 1 | 168 | 0.6% | |
| 0 | 48 | 0.0% | |
| 0 | 41 | 0.0% | |
| 1 | 54 | 1.9% | |
| 0 | 47 | 0.0% | |
| 0 | 30 | 0.0% | |
| 2 | 112 | 1.8% | |
| 0 | 111 | 0.0% | |
| 0 | 48 | 0.0% | |
| 0 | 3 | 0.0% |
Named first
When an answer named Prosper alongside another brand in this record, it was named first in 0 of 5 (0.0%).
Named alongside
- Capital One: named together in 3 answers
- Experian: named together in 1 answers
- Upstart: named together in 1 answers
Sources the engines cited when they named Prosper
Domains cited in answers that named Prosper, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| bankrate.com | 3 |
| capitalone.com | 3 |
| chase.com | 3 |
| experian.com | 3 |
| ycombinator.com | 3 |
| cfte.education | 2 |
| cnbc.com | 2 |
| firstcard.app | 2 |
| ijfmr.com | 2 |
| nerdwallet.com | 2 |
Prosper's own site (prosper.com) was cited in 4 of 12 (33.3%).
Across every answer run in the Machine Relations Index, not only the answers that named Prosper, prosper.com was cited in 4 of 32,741 (0.01%), by 2 of the 6 engines it observes. The Index is still collecting evidence on prosper.com before it grades or ranks it.
Across every Consumer Finance buyer question, not only the answers that named Prosper, the Machine Relations Index ranks which sources AI engines cite for Consumer Finance questions.
All categories
| Category | Named | Answers | Rate |
|---|---|---|---|
| Consumer Finance | 7 | 1,552 | 0.5% |
| Healthcare Services | 3 | 1,689 | 0.2% |
| Fintech | 2 | 1,753 | 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 Prosper?
ChatGPT named Prosper in 2 of 782 answers (0.3%) to buyer questions about Consumer Finance and Healthcare Services between May 10, 2026 and October 28, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Prosper.
Which sources do AI engines cite when they mention Prosper?
The domains cited most often in answers that named Prosper were bankrate.com (3 answers), capitalone.com (3 answers) and chase.com (3 answers).
Which AI engine names Prosper most often?
Claude, at 0.5%: it named Prosper in 4 of 782 answers to buyer questions about Consumer Finance and Healthcare Services.