Canonical segment URLs exist only for observed category/shape pairs.
Machine Relations Index
Observed shapes7 Published7 Collecting0 Release2026-10-16
HR & Talent · Machine Relations Index category
Which sources AI engines cite for HR & Talent 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 HR & Talent 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 HR talent tools. 157 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 227 | Pin.com | Vendor-owned source | 31.21% | 49 of 157 |
| #2 of 227 | SelectSoftware Reviews | Editorial publication | 23.57% | 37 of 157 |
| #3 of 227 | People Managing People | Editorial publication | 22.93% | 36 of 157 |
| #4 of 227 | Pinpointhq.com | Other observed source | 22.93% | 36 of 157 |
| #5 of 227 | Forbes | Editorial publication | 20.38% | 32 of 157 |
How buyers choose
Example pattern: how to choose HR talent tools. 144 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 305 | Pin.com | Vendor-owned source | 14.58% | 21 of 144 |
| #2 of 305 | Community and social platform | 11.81% | 17 of 144 | |
| #3 of 305 | Hibob.com | Vendor-owned source | 11.11% | 16 of 144 |
| #4 of 305 | Lever.co | Other observed source | 11.11% | 16 of 144 |
| #5 of 305 | People Managing People | Editorial publication | 11.11% | 16 of 144 |
Is it worth it
Example pattern: is HR talent software worth it. 140 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 312 | Performyard.com | Other observed source | 17.14% | 24 of 140 |
| #2 of 312 | Lattice.com | Vendor-owned source | 13.57% | 19 of 140 |
| #3 of 312 | People Managing People | Editorial publication | 12.86% | 18 of 140 |
| #4 of 312 | Peoplegoal.com | Vendor-owned source | 10.71% | 15 of 140 |
| #5 of 312 | Adp.com | Vendor-owned source | 10.00% | 14 of 140 |
News-driven citations
Example pattern: recent HR talent news. 584 observed runs across 53 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 1,246 | UNLEASH | Editorial publication | 11.82% | 69 of 584 |
| #2 of 1,246 | Landbase.com | Vendor-owned source | 10.10% | 59 of 584 |
| #3 of 1,246 | Crunchbase.com | Market and company database | 9.42% | 55 of 584 |
| #4 of 1,246 | Rippling.com | Vendor-owned source | 8.73% | 51 of 584 |
| #5 of 1,246 | Shrm.org | Academic and government source | 8.56% | 50 of 584 |
Problem-first research
Example pattern: how to solve HR talent problems. 139 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 270 | Community and social platform | 17.99% | 25 of 139 | |
| #2 of 270 | Paychex.com | Other observed source | 17.27% | 24 of 139 |
| #3 of 270 | Paycom.com | Other observed source | 12.23% | 17 of 139 |
| #4 of 270 | Adp.com | Vendor-owned source | 10.07% | 14 of 139 |
| #5 of 270 | Paycor.com | Other observed source | 8.63% | 12 of 139 |
Top lists
Example pattern: top HR talent platforms. 152 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 228 | Workforce.com | Other observed source | 30.92% | 47 of 152 |
| #2 of 228 | People Managing People | Editorial publication | 30.26% | 46 of 152 |
| #3 of 228 | Workstream.us | Other observed source | 26.97% | 41 of 152 |
| #4 of 228 | Gusto.com | Other observed source | 25.00% | 38 of 152 |
| #5 of 228 | Joinhomebase.com | Other observed source | 21.05% | 32 of 152 |
Comparisons
Example pattern: HR talent platform A vs B. 157 observed runs across 9 dates.
| Rank | Source | Source role | Citation rate | Cited runs |
|---|---|---|---|---|
| #1 of 220 | Rippling.com | Vendor-owned source | 20.38% | 32 of 157 |
| #2 of 220 | Capterra.com | Market and company database | 12.74% | 20 of 157 |
| #3 of 220 | Gusto.com | Other observed source | 12.74% | 20 of 157 |
| #4 of 220 | Rework.com | Other observed source | 12.74% | 20 of 157 |
| #5 of 220 | Hrstacks.com | Other observed source | 12.10% | 19 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 | 157 | 7 (5 paraphrase groups) | 9 | 227 | Open leaderboard |
| How buyers choose | Published | 144 | 7 (5 paraphrase groups) | 9 | 305 | Open leaderboard |
| Is it worth it | Published | 140 | 7 (5 paraphrase groups) | 9 | 312 | Open leaderboard |
| News-driven citations | Published | 584 | 23 | 53 | 1,246 | Open leaderboard |
| Problem-first research | Published | 139 | 7 (5 paraphrase groups) | 9 | 270 | Open leaderboard |
| Top lists | Published | 152 | 7 (5 paraphrase groups) | 9 | 228 | Open leaderboard |
| Comparisons | Published | 157 | 7 (5 paraphrase groups) | 9 | 220 | 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.
HR & Talent 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.