§ The result
SmartRecruiters leads impress.ai on all 7 criteria.
SmartRecruiters finishes 24 points clear of impress.ai under rubric v1.0 — 62 (D) against 38 (F) — across the ATS-integrated and Screening cohorts. SmartRecruiters leads every one of the 7 criteria and 3 of them by 20 raw points or more, Bias Audit Transparency among them; impress.ai leads none. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — impress.ai 22, SmartRecruiters 78 — and at an 18% weight it carries 41% of the weighted advantage SmartRecruiters holds across the 7 criteria on that side of the table.
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
SmartRecruiters
SmartRecruiters is an enterprise applicant tracking system and talent acquisition suite whose AI layer (the Winston assistant plus SmartAssistant/Winston Match) screens, ranks, and matches candidates to requisitions to support recruiter decisions.
§ The record
impress.ai is filed under Screening AI, SmartRecruiters under ATS-integrated 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 | SmartRecruiters |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | SG | US |
| Founded | 2017 | 2010 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 41% of the movement so far
Bias Audit Transparency
impress.ai 22 · SmartRecruiters 78
10.1 weighted points to SmartRecruiters
20% weight · 69% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · SmartRecruiters 70
7.0 weighted points to SmartRecruiters
15% weight · 81% of the movement so far
FRIA Support
impress.ai 25 · SmartRecruiters 45
3.0 weighted points to SmartRecruiters
12% weight · 89% of the movement so far
Post-Market Monitoring
impress.ai 32 · SmartRecruiters 48
1.9 weighted points to SmartRecruiters
12% weight · 94% of the movement so far
Human Oversight Design
impress.ai 52 · SmartRecruiters 62
1.2 weighted points to SmartRecruiters
15% weight · 98% of the movement so far
Data Governance Disclosure
impress.ai 55 · SmartRecruiters 62
1.1 weighted points to SmartRecruiters
8% weight · 100% of the movement so far
Customer Documentation
impress.ai 58 · SmartRecruiters 63
0.4 weighted points to SmartRecruiters
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -24.6 — the difference between the two totals before either is rounded. Shares are of 24.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -24 beside that -24.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus SmartRecruiters.
| Category | Weight | impress.ai | SmartRecruiters | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 70 | -35 | -7.0 |
| Bias Audit Transparency | 18% | 22 | 78 | -56 | -10.1 |
| FRIA Support | 15% | 25 | 45 | -20 | -3.0 |
| Data Governance Disclosure | 15% | 55 | 62 | -7 | -1.1 |
| Human Oversight Design | 12% | 52 | 62 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 32 | 48 | -16 | -1.9 |
| Customer Documentation | 8% | 58 | 63 | -5 | -0.4 |
| Total | 100% | 38 (F) | 62 (D) | -24 | -24.6 |
§ 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 | SmartRecruiters | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Audit reportSources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 11 | 2 | 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; SmartRecruiters has 13 evidence rows across 7 of 7 criteria — 11 with a source URL, 2 documented absences; some documentation or audit rows for SmartRecruiters sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 38 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 13 for SmartRecruiters, across 2 distinct source domains.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 2026 · HireAIScore editorial team
- SmartRecruiters last reviewed
- June 7, 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