How AI answer engines name Aspirion
Data through October 26, 2026
Across 1,689 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Healthcare Services between May 10, 2026 and October 26, 2026, Aspirion was named in 13 (0.8%).
Last 28 days: named in 8 of 595 answers in its home categories (1.3%), up 0.4 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Healthcare Services, and how many of them named Aspirion.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 1 | 391 | 0.3% |
| Claude | 5 | 391 | 1.3% |
| Gemini | 6 | 358 | 1.7% |
| Perplexity | 1 | 391 | 0.3% |
| Google AI Mode | 0 | 119 | 0.0% |
| Google AI Overviews | 0 | 39 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 201 | 0.0% |
| Ranked list | 12 | 184 | 6.5% |
| Head-to-head | 0 | 206 | 0.0% |
| Is it worth it | 0 | 206 | 0.0% |
| How to choose | 1 | 201 | 0.5% |
| Problem first | 0 | 197 | 0.0% |
| News | 0 | 494 | 0.0% |
Week by week
Aspirion was named in at least one answer in 7 of the 17 weeks on record; the latest was the week of October 19, 2026.
Each week's answers to buyer questions about Healthcare Services, Monday to Sunday, newest first, and how many of them named Aspirion. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 4 | 130 | 3.1% | |
| 2 | 179 | 1.1% | |
| 1 | 178 | 0.6% | |
| 1 | 136 | 0.7% | |
| 0 | 8 | 0.0% | |
| 2 | 200 | 1.0% | |
| 1 | 184 | 0.5% | |
| 2 | 180 | 1.1% | |
| 0 | 48 | 0.0% | |
| 0 | 41 | 0.0% | |
| 0 | 54 | 0.0% | |
| 0 | 47 | 0.0% | |
| 0 | 30 | 0.0% | |
| 0 | 112 | 0.0% | |
| 0 | 111 | 0.0% | |
| 0 | 48 | 0.0% | |
| 0 | 3 | 0.0% |
Named first
When an answer named Aspirion alongside another brand in this record, it was named first in 7 of 12 (58.3%).
Named alongside
Sources the engines cited when they named Aspirion
Domains cited in answers that named Aspirion, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| ezmdsolutions.com | 9 |
| medicalbillersandcoders.com | 8 |
| physiciansidegigs.com | 6 |
| transcure.net | 4 |
| connextglobal.com | 3 |
| drbillingservice.com | 3 |
| helpware.com | 3 |
| enablecomp.com | 2 |
| mdclarity.com | 2 |
| medibillrcm.com | 2 |
Aspirion's own site (aspirion.com) was cited in 1 of 13 (7.7%).
Across every answer run in the Machine Relations Index, not only the answers that named Aspirion, aspirion.com was cited in 5 of 31,629 (0.02%), by 2 of the 6 engines it observes. The Index is still collecting evidence on aspirion.com before it grades or ranks it.
Across every Healthcare Services buyer question, not only the answers that named Aspirion, the Machine Relations Index ranks which sources AI engines cite for Healthcare Services 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 Aspirion?
ChatGPT named Aspirion in 1 of 391 answers (0.3%) to buyer questions about Healthcare Services between May 10, 2026 and October 26, 2026. This record counts a name, not a recommendation: it does not judge whether the answer endorsed Aspirion.
Which sources do AI engines cite when they mention Aspirion?
The domains cited most often in answers that named Aspirion were ezmdsolutions.com (9 answers), medicalbillersandcoders.com (8 answers) and physiciansidegigs.com (6 answers).
Which AI engine names Aspirion most often?
Gemini, at 1.7%: it named Aspirion in 6 of 358 answers to buyer questions about Healthcare Services.