§ The result
LinkedIn Recruiter leads Paycom by 7 points.
LinkedIn Recruiter scores 57 and Paycom 50 under rubric v1.0, a 7-point gap across the Sourcing and ATS-integrated cohorts. LinkedIn Recruiter leads 5 of the 7 criteria, including Bias Audit Transparency, while Paycom leads 1, including Article 11 Technical Documentation, and 1 is level. The advantage LinkedIn Recruiter holds is spread out: Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing (LinkedIn Recruiter 50, Paycom 38, 18% weight), yet it supplies only 32% of the weighted points LinkedIn Recruiter gains across the 5 criteria it leads.
Vendor profile
LinkedIn Recruiter
LinkedIn Recruiter is LinkedIn's enterprise sourcing and candidate-management platform, whose Hiring Assistant add-on and AI-Assisted Search use AI to turn intake notes into qualifications, source and rank candidates, evaluate applicants against recruiter-set qualifications, and draft or send outreach.
Vendor profile
Paycom
Paycom is a single-database human capital management and payroll platform whose applicant tracking system automates recruiting with resume parsing, keyword/knockout candidate filtering, automated correspondence, generative job-description writing, and a command-driven AI data-query engine (IWant).
§ The record
LinkedIn Recruiter is filed under Candidate sourcing AI, Paycom under ATS-integrated AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, Colorado AI Act, NYC LL 144 and Illinois HB 3773.
| Record | LinkedIn Recruiter | Paycom |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 2002 | 1998 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 31% of the movement so far
Bias Audit Transparency
LinkedIn Recruiter 50 · Paycom 38
2.2 weighted points to LinkedIn Recruiter
12% weight · 52% of the movement so far
Post-Market Monitoring
LinkedIn Recruiter 50 · Paycom 38
1.4 weighted points to LinkedIn Recruiter
12% weight · 71% of the movement so far
Human Oversight Design
LinkedIn Recruiter 66 · Paycom 55
1.3 weighted points to LinkedIn Recruiter
15% weight · 88% of the movement so far
FRIA Support
LinkedIn Recruiter 38 · Paycom 30
1.2 weighted points to LinkedIn Recruiter
8% weight · 97% of the movement so far
Customer Documentation
LinkedIn Recruiter 68 · Paycom 60
0.6 weighted points to LinkedIn Recruiter
20% weight · 100% of the movement so far
Article 11 Technical Documentation
LinkedIn Recruiter 67 · Paycom 68
0.2 weighted points to Paycom
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +6.6 — the difference between the two totals before either is rounded. Shares are of 7.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +7 beside that +6.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is LinkedIn Recruiter minus Paycom.
| Category | Weight | LinkedIn Recruiter | Paycom | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 67 | 68 | -1 | -0.2 |
| Bias Audit Transparency | 18% | 50 | 38 | +12 | +2.2 |
| FRIA Support | 15% | 38 | 30 | +8 | +1.2 |
| Data Governance Disclosure | 15% | 62 | 62 | - | - |
| Human Oversight Design | 12% | 66 | 55 | +11 | +1.3 |
| Post-Market Monitoring | 12% | 50 | 38 | +12 | +1.4 |
| Customer Documentation | 8% | 68 | 60 | +8 | +0.6 |
| Total | 100% | 57 (F) | 50 (F) | +7 | +6.6 |
§ Evidence
Cited sources and documented absences, criterion by criterion.
An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.
| Criterion | Weight | LinkedIn Recruiter | Paycom | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 5 | 0 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 6 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 6 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 34 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain | 13 | 7 | Audit reportSources on the vendor's own domain |
LinkedIn Recruiter has 39 evidence rows across 7 of 7 criteria — 34 with a source URL, 5 documented absences; Paycom has 20 evidence rows across 7 of 7 criteria — 13 with a source URL, 7 documented absences; some documentation or audit rows for LinkedIn Recruiter sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 59 evidence rows on file for these two vendors: 39 for LinkedIn Recruiter, across 6 distinct source domains, and 20 for Paycom, across 1 distinct source domain.
- Rubric
- v1.0
- LinkedIn Recruiter last reviewed
- September 25, 2026 · HireAIScore editorial team
- Paycom last reviewed
- July 17, 2026 · HireAIScore editorial team
HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.
§ Where next