§ The result
LinkedIn Recruiter leads ZipRecruiter on all 7 criteria.
LinkedIn Recruiter finishes 17 points clear of ZipRecruiter inside the Sourcing cohort under rubric v1.0: 57 against 40. Of the 7 criteria ZipRecruiter wins none, and the narrowest lead LinkedIn Recruiter holds is on Data Governance Disclosure, LinkedIn Recruiter 62 to ZipRecruiter 52. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (LinkedIn Recruiter 67, ZipRecruiter 40, 20% weight), but it accounts for only 32% of the weighted advantage LinkedIn Recruiter holds across the 7 criteria on that side of the table.
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
ZipRecruiter
ZipRecruiter is an online employment marketplace whose AI matching engine sends employers' job postings out, alerts matched job seekers and invites them to apply, and labels and ranks applicants (for example as 'Great Match') in the employer's candidate dashboard.
§ The record
LinkedIn Recruiter and ZipRecruiter are both filed under Candidate sourcing 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 | ZipRecruiter |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2002 | 2010 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 32% of the movement so far
Article 11 Technical Documentation
LinkedIn Recruiter 67 · ZipRecruiter 40
5.4 weighted points to LinkedIn Recruiter
18% weight · 60% of the movement so far
Bias Audit Transparency
LinkedIn Recruiter 50 · ZipRecruiter 24
4.7 weighted points to LinkedIn Recruiter
15% weight · 70% of the movement so far
FRIA Support
LinkedIn Recruiter 38 · ZipRecruiter 27
1.6 weighted points to LinkedIn Recruiter
15% weight · 78% of the movement so far
Data Governance Disclosure
LinkedIn Recruiter 62 · ZipRecruiter 52
1.5 weighted points to LinkedIn Recruiter
12% weight · 86% of the movement so far
Human Oversight Design
LinkedIn Recruiter 66 · ZipRecruiter 55
1.3 weighted points to LinkedIn Recruiter
12% weight · 93% of the movement so far
Post-Market Monitoring
LinkedIn Recruiter 50 · ZipRecruiter 40
1.2 weighted points to LinkedIn Recruiter
8% weight · 100% of the movement so far
Customer Documentation
LinkedIn Recruiter 68 · ZipRecruiter 54
1.1 weighted points to LinkedIn Recruiter
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +16.9 — the difference between the two totals before either is rounded. Shares are of 16.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +17 beside that +16.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is LinkedIn Recruiter minus ZipRecruiter.
| Category | Weight | LinkedIn Recruiter | ZipRecruiter | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 67 | 40 | +27 | +5.4 |
| Bias Audit Transparency | 18% | 50 | 24 | +26 | +4.7 |
| FRIA Support | 15% | 38 | 27 | +11 | +1.6 |
| Data Governance Disclosure | 15% | 62 | 52 | +10 | +1.5 |
| Human Oversight Design | 12% | 66 | 55 | +11 | +1.3 |
| Post-Market Monitoring | 12% | 50 | 40 | +10 | +1.2 |
| Customer Documentation | 8% | 68 | 54 | +14 | +1.1 |
| Total | 100% | 57 (F) | 40 (F) | +17 | +16.9 |
§ 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 | ZipRecruiter | ||||
|---|---|---|---|---|---|---|---|
| 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 | 5 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Data Governance Disclosure | 15% | 5 | 0 | Sources on the vendor's own domainSources on a separate domain | 4 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domainSources on a separate domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 6 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 6 | 1 | Sources on the vendor's own domainSources on a separate domain | 4 | 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 | 28 | 5 | Sources on the vendor's own domainSources on a separate domain |
LinkedIn Recruiter has 39 evidence rows across 7 of 7 criteria — 34 with a source URL, 5 documented absences; ZipRecruiter has 33 evidence rows across 7 of 7 criteria — 28 with a source URL, 5 documented absences; some documentation or audit rows for LinkedIn Recruiter and ZipRecruiter sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 72 evidence rows on file for these two vendors: 39 for LinkedIn Recruiter, across 6 distinct source domains, and 33 for ZipRecruiter, across 6 distinct source domains.
- Rubric
- v1.0
- LinkedIn Recruiter last reviewed
- September 25, 2026 · HireAIScore editorial team
- ZipRecruiter 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