How AI answer engines name HFMA
Data through October 21, 2026
Across 1,559 answers ChatGPT, Claude, Gemini, Perplexity and Google's AI surfaces gave to buyer questions about Healthcare Services between May 10, 2026 and October 21, 2026, HFMA was named in 15 (1.0%).
Last 28 days: named in 6 of 476 answers in its home categories (1.3%), up 0.1 points from the 28 days before.
By engine
Answers each engine gave to buyer questions about Healthcare Services, and how many of them named HFMA.
| Engine | Named | Answers | Rate |
|---|---|---|---|
| ChatGPT | 0 | 352 | 0.0% |
| Claude | 2 | 352 | 0.6% |
| Gemini | 10 | 352 | 2.8% |
| Perplexity | 1 | 352 | 0.3% |
| Google AI Mode | 2 | 113 | 1.8% |
| Google AI Overviews | 0 | 38 | 0.0% |
By question type
The same answers, split by the shape of the buyer question.
| Question type | Named | Answers | Rate |
|---|---|---|---|
| Best-of | 0 | 179 | 0.0% |
| Ranked list | 0 | 156 | 0.0% |
| Head-to-head | 0 | 183 | 0.0% |
| Is it worth it | 12 | 184 | 6.5% |
| How to choose | 0 | 179 | 0.0% |
| Problem first | 1 | 184 | 0.5% |
| News | 2 | 494 | 0.4% |
Week by week
HFMA was named in at least one answer in 8 of the 16 weeks on record; the latest was the week of October 12, 2026.
Each week's answers to buyer questions about Healthcare Services, Monday to Sunday, newest first, and how many of them named HFMA. The questions asked can differ from one week to the next.
| Week of | Named | Answers | Rate |
|---|---|---|---|
| 1 | 179 | 0.6% | |
| 2 | 178 | 1.1% | |
| 3 | 136 | 2.2% | |
| 0 | 8 | 0.0% | |
| 4 | 200 | 2.0% | |
| 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% | |
| 1 | 111 | 0.9% | |
| 1 | 48 | 2.1% | |
| 0 | 3 | 0.0% |
Named first
When an answer named HFMA alongside another brand in this record, it was named first in 4 of 5 (80.0%).
Named alongside
- Salesforce: named together in 1 answers
Sources the engines cited when they named HFMA
Domains cited in answers that named HFMA, by the number of those answers that cited them.
| Domain | Answers |
|---|---|
| medicalbillersandcoders.com | 5 |
| aha.org | 3 |
| datarovers.com | 3 |
| honeyhealth.ai | 3 |
| innovaccer.com | 3 |
| ahima.org | 2 |
| innobothealth.com | 2 |
| nirmitee.io | 2 |
| osplabs.com | 2 |
| phoenixstrategy.group | 2 |
HFMA's own site (hfma.org) was cited in 4 of 15 (26.7%).
Across every answer run in the Machine Relations Index, not only the answers that named HFMA, hfma.org was cited in 16 of 29,566 (0.05%), by 5 of the 6 engines it observes. The Index is still collecting evidence on hfma.org before it grades or ranks it.
Across every Healthcare Services buyer question, not only the answers that named HFMA, 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 HFMA?
ChatGPT did not name HFMA in any of its 352 answers to buyer questions about Healthcare Services between May 10, 2026 and October 21, 2026.
Which sources do AI engines cite when they mention HFMA?
The domains cited most often in answers that named HFMA were medicalbillersandcoders.com (5 answers), aha.org (3 answers) and datarovers.com (3 answers).
Which AI engine names HFMA most often?
Gemini, at 2.8%: it named HFMA in 10 of 352 answers to buyer questions about Healthcare Services.