§ The result
LinkedIn Recruiter leads Testlify on all 7 criteria.
LinkedIn Recruiter, filed under Sourcing, comes out 12 points above Testlify, filed under Assessment: 57 against 45 under rubric v1.0. Of the 7 criteria Testlify wins none, and the narrowest lead LinkedIn Recruiter holds is on FRIA Support, LinkedIn Recruiter 38 to Testlify 33. Even Bias Audit Transparency, the widest raw gap and the heaviest weighted swing (LinkedIn Recruiter 50, Testlify 30, 18% weight), is only 32% 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
Testlify
Testlify is a skills-assessment and AI-interviewing platform that ranks candidates on a scored leaderboard from pre-built or AI-generated tests, with an AI résumé screener, AI-scored video, voice and chat interviews, and AI-assisted proctoring.
§ The record
LinkedIn Recruiter is filed under Candidate sourcing AI, Testlify under Assessment 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 Testlify is in scope of Mobley v. Workday.
| Record | LinkedIn Recruiter | Testlify |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | US |
| Founded | 2002 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 32% of the movement so far
Bias Audit Transparency
LinkedIn Recruiter 50 · Testlify 30
3.6 weighted points to LinkedIn Recruiter
20% weight · 58% of the movement so far
Article 11 Technical Documentation
LinkedIn Recruiter 67 · Testlify 52
3.0 weighted points to LinkedIn Recruiter
12% weight · 70% of the movement so far
Human Oversight Design
LinkedIn Recruiter 66 · Testlify 55
1.3 weighted points to LinkedIn Recruiter
15% weight · 79% of the movement so far
Data Governance Disclosure
LinkedIn Recruiter 62 · Testlify 55
1.1 weighted points to LinkedIn Recruiter
12% weight · 88% of the movement so far
Post-Market Monitoring
LinkedIn Recruiter 50 · Testlify 42
1.0 weighted points to LinkedIn Recruiter
15% weight · 94% of the movement so far
FRIA Support
LinkedIn Recruiter 38 · Testlify 33
0.8 weighted points to LinkedIn Recruiter
8% weight · 100% of the movement so far
Customer Documentation
LinkedIn Recruiter 68 · Testlify 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 +11.3 — the difference between the two totals before either is rounded. Shares are of 11.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +12 beside that +11.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is LinkedIn Recruiter minus Testlify.
| Category | Weight | LinkedIn Recruiter | Testlify | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 67 | 52 | +15 | +3.0 |
| Bias Audit Transparency | 18% | 50 | 30 | +20 | +3.6 |
| FRIA Support | 15% | 38 | 33 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 62 | 55 | +7 | +1.1 |
| Human Oversight Design | 12% | 66 | 55 | +11 | +1.3 |
| Post-Market Monitoring | 12% | 50 | 42 | +8 | +1.0 |
| Customer Documentation | 8% | 68 | 60 | +8 | +0.6 |
| Total | 100% | 57 (F) | 45 (F) | +12 | +11.3 |
§ 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 | Testlify | ||||
|---|---|---|---|---|---|---|---|
| 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 | 4 | 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 | 3 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 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 | 6 | 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 | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 6 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 6 | 1 | Sources on the vendor's own domainSources on a separate domain | 5 | 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 | 31 | 5 | 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; Testlify has 36 evidence rows across 7 of 7 criteria — 31 with a source URL, 5 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 75 evidence rows on file for these two vendors: 39 for LinkedIn Recruiter, across 6 distinct source domains, and 36 for Testlify, across 1 distinct source domain.
- Rubric
- v1.0
- LinkedIn Recruiter last reviewed
- September 25, 2026 · HireAIScore editorial team
- Testlify 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