§ The result
LinkedIn Recruiter leads impress.ai on all 7 criteria.
Under rubric v1.0, LinkedIn Recruiter (Sourcing) opens a 19-point lead on impress.ai (Screening), 57 to 38. Of the 7 criteria impress.ai wins none, and the narrowest lead LinkedIn Recruiter holds is on Data Governance Disclosure, impress.ai 55 to LinkedIn Recruiter 62. Even Article 11 Technical Documentation, the widest raw gap and the heaviest weighted swing (impress.ai 35, LinkedIn Recruiter 67, 20% weight), is only 34% of the weighted advantage LinkedIn Recruiter builds across the 7 criteria it leads.
Vendor profile
impress.ai
impress.ai is a Singapore-headquartered recruitment automation platform that uses conversational AI assistants, resume parsing and scoring, and structured competency-based screening to filter, rank and shortlist job candidates, integrating with enterprise ATS systems.
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
impress.ai is filed under Screening AI, LinkedIn Recruiter under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773 and Colorado AI Act. Only impress.ai is in scope of Mobley v. Workday.
| Record | impress.ai | LinkedIn Recruiter |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | SG | US |
| Founded | 2017 | 2002 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 34% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · LinkedIn Recruiter 67
6.4 weighted points to LinkedIn Recruiter
18% weight · 60% of the movement so far
Bias Audit Transparency
impress.ai 22 · LinkedIn Recruiter 50
5.0 weighted points to LinkedIn Recruiter
12% weight · 71% of the movement so far
Post-Market Monitoring
impress.ai 32 · LinkedIn Recruiter 50
2.2 weighted points to LinkedIn Recruiter
15% weight · 81% of the movement so far
FRIA Support
impress.ai 25 · LinkedIn Recruiter 38
1.9 weighted points to LinkedIn Recruiter
12% weight · 90% of the movement so far
Human Oversight Design
impress.ai 52 · LinkedIn Recruiter 66
1.7 weighted points to LinkedIn Recruiter
15% weight · 96% of the movement so far
Data Governance Disclosure
impress.ai 55 · LinkedIn Recruiter 62
1.1 weighted points to LinkedIn Recruiter
8% weight · 100% of the movement so far
Customer Documentation
impress.ai 58 · LinkedIn Recruiter 68
0.8 weighted points to LinkedIn Recruiter
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -19.1 — the difference between the two totals before either is rounded. Shares are of 19.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -19 beside that -19.1.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus LinkedIn Recruiter.
| Category | Weight | impress.ai | LinkedIn Recruiter | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 67 | -32 | -6.4 |
| Bias Audit Transparency | 18% | 22 | 50 | -28 | -5.0 |
| FRIA Support | 15% | 25 | 38 | -13 | -1.9 |
| Data Governance Disclosure | 15% | 55 | 62 | -7 | -1.1 |
| Human Oversight Design | 12% | 52 | 66 | -14 | -1.7 |
| Post-Market Monitoring | 12% | 32 | 50 | -18 | -2.2 |
| Customer Documentation | 8% | 58 | 68 | -10 | -0.8 |
| Total | 100% | 38 (F) | 57 (F) | -19 | -19.1 |
§ 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 | impress.ai | LinkedIn Recruiter | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own 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% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 6 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 6 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 34 | 5 | Audit reportSources on the vendor's own domainSources on a separate domain |
impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 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 LinkedIn Recruiter sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 64 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 39 for LinkedIn Recruiter, across 6 distinct source domains.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 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