§ The result
1 point separates LinkedIn Recruiter and Rippling.
LinkedIn Recruiter (Sourcing) edges Rippling (ATS-integrated) by 1 point under rubric v1.0, 57 to 56. Rippling takes 3 of the 7 criteria, Article 11 Technical Documentation among them, against 4 for LinkedIn Recruiter, whose share includes Bias Audit Transparency. One criterion, Bias Audit Transparency, is both the widest raw gap (LinkedIn Recruiter 50, Rippling 42) and the heaviest weighted swing, and at 18% weight it makes up 51% of the weighted advantage LinkedIn Recruiter holds across the 4 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
Rippling
Rippling Recruiting is an applicant tracking system within Rippling's all-in-one HR/IT/finance platform that uses AI to review and screen job applications, summarize interviewer feedback, transcribe video interviews, flag application fraud, and automate interview scheduling.
§ The record
LinkedIn Recruiter is filed under Candidate sourcing AI, Rippling under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, Colorado AI Act and NYC LL 144. Only LinkedIn Recruiter is in scope of Illinois HB 3773.
| Record | LinkedIn Recruiter | Rippling |
|---|---|---|
| Price tier | Enterprise | High |
| Headquarters | US | US |
| Founded | 2002 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 27% of the movement so far
Bias Audit Transparency
LinkedIn Recruiter 50 · Rippling 42
1.4 weighted points to LinkedIn Recruiter
20% weight · 49% of the movement so far
Article 11 Technical Documentation
LinkedIn Recruiter 67 · Rippling 73
1.2 weighted points to Rippling
15% weight · 68% of the movement so far
FRIA Support
LinkedIn Recruiter 38 · Rippling 45
1.1 weighted points to Rippling
12% weight · 82% of the movement so far
Human Oversight Design
LinkedIn Recruiter 66 · Rippling 60
0.7 weighted points to LinkedIn Recruiter
12% weight · 88% of the movement so far
Post-Market Monitoring
LinkedIn Recruiter 50 · Rippling 47
0.4 weighted points to LinkedIn Recruiter
8% weight · 94% of the movement so far
Customer Documentation
LinkedIn Recruiter 68 · Rippling 64
0.3 weighted points to LinkedIn Recruiter
15% weight · 100% of the movement so far
Data Governance Disclosure
LinkedIn Recruiter 62 · Rippling 64
0.3 weighted points to Rippling
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +0.3 — the difference between the two totals before either is rounded. Shares are of 5.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +1 beside that +0.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is LinkedIn Recruiter minus Rippling.
| Category | Weight | LinkedIn Recruiter | Rippling | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 67 | 73 | -6 | -1.2 |
| Bias Audit Transparency | 18% | 50 | 42 | +8 | +1.4 |
| FRIA Support | 15% | 38 | 45 | -7 | -1.1 |
| Data Governance Disclosure | 15% | 62 | 64 | -2 | -0.3 |
| Human Oversight Design | 12% | 66 | 60 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 50 | 47 | +3 | +0.4 |
| Customer Documentation | 8% | 68 | 64 | +4 | +0.3 |
| Total | 100% | 57 (F) | 56 (F) | +1 | +0.3 |
§ 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 | Rippling | ||||
|---|---|---|---|---|---|---|---|
| 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 | 0 | Audit reportSources 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 | 0 | 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 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domainSources on a separate domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 6 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 6 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 34 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain | 12 | 1 | 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; Rippling has 13 evidence rows across 7 of 7 criteria — 12 with a source URL, 1 documented absence; 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 52 evidence rows on file for these two vendors: 39 for LinkedIn Recruiter, across 6 distinct source domains, and 13 for Rippling, across 1 distinct source domain.
- Rubric
- v1.0
- LinkedIn Recruiter last reviewed
- September 25, 2026 · HireAIScore editorial team
- Rippling 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