Canonical segment URLs exist only for observed category/shape pairs.
Machine Relations Index
Observed shapes7 Published7 Collecting0 Release2026-10-16
Healthcare Services · Machine Relations Index category
Which sources AI engines cite for Healthcare Services questions
In the October 2026 release of the Machine Relations Index (mri_score_v2.1+2026-10-16+676547a595a3), these are the sources AI answer engines cited most often for each of the 7 Healthcare Services question shapes, each ranked on that shape's own observed runs. This category has 7 observed question-shape segments in the current public release. Each segment keeps its own observed-run denominator and dates; this page does not average rates across shapes. Observed runs are answer runs, not questions: every segment repeats a small set of distinct questions across engines and dates, so a run count is not a count of independent questions.
Top sources by question shape
The sources engines cite most, shape by shape
A rate is the share of the shape's observed answer runs that cited the source; rank is the source's place on that shape's full leaderboard.Best tools
Example pattern: best healthcare services tools. 152 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 242 | Omnimd.com | Other observed source | 28.29% | 43 of 152 |
| #2 of 242 | Curemd.com | Other observed source | 17.76% | 27 of 152 |
| #3 of 242 | Practicesuite.com | Other observed source | 17.76% | 27 of 152 |
| #4 of 242 | Mdclarity.com | Other observed source | 16.45% | 25 of 152 |
| #5 of 242 | Sprypt.com | Other observed source | 16.45% | 25 of 152 |
How buyers choose
Example pattern: how to choose healthcare services tools. 152 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 275 | Elevatepfs.com | Other observed source | 13.16% | 20 of 152 |
| #2 of 275 | Phreesia.com | Other observed source | 11.84% | 18 of 152 |
| #3 of 275 | Omnimd.com | Other observed source | 11.18% | 17 of 152 |
| #4 of 275 | Centaurihs.com | Other observed source | 9.87% | 15 of 152 |
| #5 of 275 | Adsc.com | Other observed source | 9.21% | 14 of 152 |
Is it worth it
Example pattern: is healthcare services software worth it. 157 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 287 | NIH | Academic and government source | 23.57% | 37 of 157 |
| #2 of 287 | Getfreed.ai | Other observed source | 15.92% | 25 of 157 |
| #3 of 287 | Commure.com | Other observed source | 14.01% | 22 of 157 |
| #4 of 287 | Ama-assn.org | Academic and government source | 13.38% | 21 of 157 |
| #5 of 287 | Quickintell.com | Other observed source | 11.46% | 18 of 157 |
News-driven citations
Example pattern: recent healthcare services news. 589 observed runs across 53 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 1,261 | NIH | Academic and government source | 26.66% | 157 of 589 |
| #2 of 1,261 | Fierce Healthcare | Editorial publication | 19.86% | 117 of 589 |
| #3 of 1,261 | Galengrowth.com | Analyst and consulting research | 13.24% | 78 of 589 |
| #4 of 1,261 | Aha.org | Academic and government source | 9.85% | 58 of 589 |
| #5 of 1,261 | Community and social platform | 9.51% | 56 of 589 |
Problem-first research
Example pattern: how to solve healthcare services problems. 151 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 347 | YouTube | Search or media platform | 11.92% | 18 of 151 |
| #2 of 347 | Medicalbillersandcoders.com | Vendor-owned source | 8.61% | 13 of 151 |
| #3 of 347 | Mdclarity.com | Other observed source | 7.28% | 11 of 151 |
| #4 of 347 | Revecore.com | Other observed source | 7.28% | 11 of 151 |
| #5 of 347 | NIH | Academic and government source | 6.62% | 10 of 151 |
Top lists
Example pattern: top healthcare services platforms. 132 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 245 | Omnimd.com | Other observed source | 25.76% | 34 of 132 |
| #2 of 245 | Medicalbillersandcoders.com | Vendor-owned source | 15.15% | 20 of 132 |
| #3 of 245 | Commure.com | Other observed source | 12.88% | 17 of 132 |
| #4 of 245 | Getperspective.ai | Other observed source | 12.88% | 17 of 132 |
| #5 of 245 | Guideflow.com | Vendor-owned source | 12.88% | 17 of 132 |
Comparisons
Example pattern: healthcare services platform A vs B. 157 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 284 | Medicalbillersandcoders.com | Vendor-owned source | 18.47% | 29 of 157 |
| #2 of 284 | Adsc.com | Other observed source | 16.56% | 26 of 157 |
| #3 of 284 | 247medicalbillingservices.com | Other observed source | 12.10% | 19 of 157 |
| #4 of 284 | Mdrevenuegroup.com | Other observed source | 10.19% | 16 of 157 |
| #5 of 284 | Aplaceformom.com | Other observed source | 9.55% | 15 of 157 |
Published segments met the release evidence floor.
Collecting segments expose sample progress, not mature leaderboards.
mri_score_v2.1+2026-10-16+676547a595a3
Question shapes
Separate denominators by segment
| Question shape | State | Observed runs | Distinct questions | Run dates | Cited domain observations | Canonical segment |
|---|---|---|---|---|---|---|
| Best tools | Published | 152 | 7 (5 paraphrase groups) | 9 | 242 | Open leaderboard |
| How buyers choose | Published | 152 | 7 (5 paraphrase groups) | 9 | 275 | Open leaderboard |
| Is it worth it | Published | 157 | 7 (5 paraphrase groups) | 9 | 287 | Open leaderboard |
| News-driven citations | Published | 589 | 29 | 53 | 1,261 | Open leaderboard |
| Problem-first research | Published | 151 | 7 (5 paraphrase groups) | 9 | 347 | Open leaderboard |
| Top lists | Published | 132 | 7 (5 paraphrase groups) | 9 | 245 | Open leaderboard |
| Comparisons | Published | 157 | 7 (5 paraphrase groups) | 9 | 284 | Open leaderboard |
Release and boundary
No pooled category score
Release mri_score_v2.1+2026-10-16+676547a595a3; methodology mri_score_v2.1; generated 2026-10-16; window 2026-05-10 to 2026-10-16; artifact 676547a595a3.
This page is a directory of observed segments. A domain's overall citation rate is not a category rate, and MRI does not publish an averaged category score in this slice.
Healthcare Services buyers on AuthorityTech’s publication intelligence is a downstream practitioner projection of these segments. It is not source evidence, citation provenance, or sameAs identity for the neutral dataset.