§ The result
LinkedIn Recruiter leads Ribbon on all 7 criteria.
LinkedIn Recruiter sits 14 points above Ribbon under rubric v1.0 — 57 against 43 — with LinkedIn Recruiter filed under Sourcing and Ribbon under Screening. Of the 7 criteria Ribbon wins none, and the narrowest lead LinkedIn Recruiter holds is on FRIA Support, LinkedIn Recruiter 38 to Ribbon 33. The advantage LinkedIn Recruiter holds is spread out: Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing (LinkedIn Recruiter 67, Ribbon 42, 20% weight), yet it supplies only 37% of the weighted points LinkedIn Recruiter gains 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
Ribbon
Ribbon is an AI recruiter that runs voice and video screening interviews with applicants around the clock, scores each interview against default and custom rubrics, ranks candidates for recruiter review, and syncs the results to 60+ applicant tracking systems.
§ The record
LinkedIn Recruiter is filed under Candidate sourcing AI, Ribbon under Screening AI. They record no secondary category in common.
Both are in scope of EU AI Act, Colorado AI Act, NYC LL 144 and Illinois HB 3773. Only Ribbon is in scope of Mobley v. Workday.
| Record | LinkedIn Recruiter | Ribbon |
|---|---|---|
| Price tier | Enterprise | Low |
| Headquarters | US | CA |
| Founded | 2002 | 2020 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 37% of the movement so far
Article 11 Technical Documentation
LinkedIn Recruiter 67 · Ribbon 42
5.0 weighted points to LinkedIn Recruiter
18% weight · 53% of the movement so far
Bias Audit Transparency
LinkedIn Recruiter 50 · Ribbon 38
2.2 weighted points to LinkedIn Recruiter
15% weight · 67% of the movement so far
Data Governance Disclosure
LinkedIn Recruiter 62 · Ribbon 50
1.8 weighted points to LinkedIn Recruiter
12% weight · 79% of the movement so far
Post-Market Monitoring
LinkedIn Recruiter 50 · Ribbon 37
1.6 weighted points to LinkedIn Recruiter
12% weight · 88% of the movement so far
Human Oversight Design
LinkedIn Recruiter 66 · Ribbon 55
1.3 weighted points to LinkedIn Recruiter
8% weight · 94% of the movement so far
Customer Documentation
LinkedIn Recruiter 68 · Ribbon 58
0.8 weighted points to LinkedIn Recruiter
15% weight · 100% of the movement so far
FRIA Support
LinkedIn Recruiter 38 · Ribbon 33
0.8 weighted points to LinkedIn Recruiter
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +13.4 — the difference between the two totals before either is rounded. Shares are of 13.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +14 beside that +13.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is LinkedIn Recruiter minus Ribbon.
| Category | Weight | LinkedIn Recruiter | Ribbon | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 67 | 42 | +25 | +5.0 |
| Bias Audit Transparency | 18% | 50 | 38 | +12 | +2.2 |
| FRIA Support | 15% | 38 | 33 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 62 | 50 | +12 | +1.8 |
| Human Oversight Design | 12% | 66 | 55 | +11 | +1.3 |
| Post-Market Monitoring | 12% | 50 | 37 | +13 | +1.6 |
| Customer Documentation | 8% | 68 | 58 | +10 | +0.8 |
| Total | 100% | 57 (F) | 43 (F) | +14 | +13.4 |
§ 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 | Ribbon | ||||
|---|---|---|---|---|---|---|---|
| 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 | 3 | 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 | 4 | 1 | Sources on the vendor's own 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 domain |
| Data Governance Disclosure | 15% | 5 | 0 | Sources on the vendor's own domainSources on a separate domain | 6 | 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 | 4 | 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 | 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 | 31 | 4 | 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; Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; some documentation or audit rows for LinkedIn Recruiter and Ribbon sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 74 evidence rows on file for these two vendors: 39 for LinkedIn Recruiter, across 6 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.
- Rubric
- v1.0
- LinkedIn Recruiter last reviewed
- September 25, 2026 · HireAIScore editorial team
- Ribbon 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