§ The result
Eightfold AI leads LinkedIn Recruiter by 7 points.
Eightfold AI finishes 7 points ahead of LinkedIn Recruiter under rubric v1.0, 64 (D) to 57 (F), both scored as Sourcing entries. Eightfold AI and LinkedIn Recruiter each lead 3 of the 7 criteria, with 1 level, though the side of the split Eightfold AI holds (headed by Bias Audit Transparency) adds up to more weighted points. One criterion, Bias Audit Transparency, is both the widest raw gap (Eightfold AI 85, LinkedIn Recruiter 50) and the heaviest weighted swing, and at 18% weight it makes up 70% of the weighted advantage Eightfold AI holds across the 3 criteria it leads.
Vendor profile
Eightfold AI
Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
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.
§ The record
Eightfold AI and LinkedIn Recruiter are both filed under Candidate sourcing 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 | Eightfold AI | LinkedIn Recruiter |
|---|---|---|
| Price tier | Enterprise | Enterprise |
| Headquarters | US | US |
| Founded | 2016 | 2002 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 59% of the movement so far
Bias Audit Transparency
Eightfold AI 85 · LinkedIn Recruiter 50
6.3 weighted points to Eightfold AI
20% weight · 74% of the movement so far
Article 11 Technical Documentation
Eightfold AI 75 · LinkedIn Recruiter 67
1.6 weighted points to Eightfold AI
15% weight · 84% of the movement so far
FRIA Support
Eightfold AI 45 · LinkedIn Recruiter 38
1.1 weighted points to Eightfold AI
12% weight · 91% of the movement so far
Human Oversight Design
Eightfold AI 60 · LinkedIn Recruiter 66
0.7 weighted points to LinkedIn Recruiter
8% weight · 97% of the movement so far
Customer Documentation
Eightfold AI 60 · LinkedIn Recruiter 68
0.6 weighted points to LinkedIn Recruiter
15% weight · 100% of the movement so far
Data Governance Disclosure
Eightfold AI 60 · LinkedIn Recruiter 62
0.3 weighted points to LinkedIn Recruiter
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +7.3 — the difference between the two totals before either is rounded. Shares are of 10.6 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 +7.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Eightfold AI minus LinkedIn Recruiter.
| Category | Weight | Eightfold AI | LinkedIn Recruiter | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 75 | 67 | +8 | +1.6 |
| Bias Audit Transparency | 18% | 85 | 50 | +35 | +6.3 |
| FRIA Support | 15% | 45 | 38 | +7 | +1.1 |
| Data Governance Disclosure | 15% | 60 | 62 | -2 | -0.3 |
| Human Oversight Design | 12% | 60 | 66 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 50 | 50 | - | - |
| Customer Documentation | 8% | 60 | 68 | -8 | -0.6 |
| Total | 100% | 64 (D) | 57 (F) | +7 | +7.3 |
§ 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 | Eightfold AI | LinkedIn Recruiter | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Data Governance Disclosure | 15% | 1 | 0 | — | 5 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 1 | 0 | — | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 1 | 1 | — | 6 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 0 | Sources on the vendor's own domain | 6 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 13 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 34 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain |
Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 documented absences; LinkedIn Recruiter has 39 evidence rows across 7 of 7 criteria — 34 with a source URL, 5 documented absences; some documentation or audit rows for Eightfold AI and LinkedIn Recruiter sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 54 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 39 for LinkedIn Recruiter, across 6 distinct source domains.
- Rubric
- v1.0
- Eightfold AI last reviewed
- May 21, 2026 · HireAIScore editorial team
- LinkedIn Recruiter last reviewed
- September 25, 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