§ The result
LinkedIn Recruiter leads Zoho Recruit on all 7 criteria.
LinkedIn Recruiter finishes 15 points clear of Zoho Recruit under rubric v1.0 — 57 against 42 — across the Sourcing and ATS-integrated cohorts. LinkedIn Recruiter takes all 7 criteria and Zoho Recruit none of them; the nearest contest is Data Governance Disclosure, LinkedIn Recruiter 62 to Zoho Recruit 55. Even Bias Audit Transparency, the widest raw gap and the heaviest weighted swing (LinkedIn Recruiter 50, Zoho Recruit 24, 18% weight), is only 31% of the weighted advantage LinkedIn Recruiter builds across the 7 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
Zoho Recruit
Zoho Recruit is a cloud-based applicant tracking and recruiting platform whose Zia AI assistant performs resume parsing, skills-based candidate-to-job matching, match scoring, sourcing, and AI-assisted screening and assessments.
§ The record
LinkedIn Recruiter is filed under Candidate sourcing AI, Zoho Recruit 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. Only Zoho Recruit is in scope of Mobley v. Workday.
| Record | LinkedIn Recruiter | Zoho Recruit |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | IN |
| Founded | 2002 | 1996 |
§ 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 · Zoho Recruit 24
4.7 weighted points to LinkedIn Recruiter
20% weight · 60% of the movement so far
Article 11 Technical Documentation
LinkedIn Recruiter 67 · Zoho Recruit 45
4.4 weighted points to LinkedIn Recruiter
12% weight · 73% of the movement so far
Human Oversight Design
LinkedIn Recruiter 66 · Zoho Recruit 50
1.9 weighted points to LinkedIn Recruiter
15% weight · 81% of the movement so far
FRIA Support
LinkedIn Recruiter 38 · Zoho Recruit 30
1.2 weighted points to LinkedIn Recruiter
12% weight · 89% of the movement so far
Post-Market Monitoring
LinkedIn Recruiter 50 · Zoho Recruit 40
1.2 weighted points to LinkedIn Recruiter
15% weight · 96% of the movement so far
Data Governance Disclosure
LinkedIn Recruiter 62 · Zoho Recruit 55
1.1 weighted points to LinkedIn Recruiter
8% weight · 100% of the movement so far
Customer Documentation
LinkedIn Recruiter 68 · Zoho Recruit 60
0.6 weighted points to LinkedIn Recruiter
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +15.1 — the difference between the two totals before either is rounded. Shares are of 15.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +15 beside that +15.1.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is LinkedIn Recruiter minus Zoho Recruit.
| Category | Weight | LinkedIn Recruiter | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 67 | 45 | +22 | +4.4 |
| Bias Audit Transparency | 18% | 50 | 24 | +26 | +4.7 |
| FRIA Support | 15% | 38 | 30 | +8 | +1.2 |
| Data Governance Disclosure | 15% | 62 | 55 | +7 | +1.1 |
| Human Oversight Design | 12% | 66 | 50 | +16 | +1.9 |
| Post-Market Monitoring | 12% | 50 | 40 | +10 | +1.2 |
| Customer Documentation | 8% | 68 | 60 | +8 | +0.6 |
| Total | 100% | 57 (F) | 42 (F) | +15 | +15.1 |
§ 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 | Zoho Recruit | ||||
|---|---|---|---|---|---|---|---|
| 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 | 1 | 1 | — |
| 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 | 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 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 6 | 1 | Sources on the vendor's own domain | 1 | 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 | 10 | 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; Zoho Recruit has 17 evidence rows across 7 of 7 criteria — 10 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 56 evidence rows on file for these two vendors: 39 for LinkedIn Recruiter, across 6 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- LinkedIn Recruiter last reviewed
- September 25, 2026 · HireAIScore editorial team
- Zoho Recruit 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