§ The result
VidCruiter leads impress.ai on all 7 criteria.
VidCruiter sits 10 points above impress.ai under rubric v1.0 — 48 against 38 — with VidCruiter filed under Video interview and impress.ai under Screening. VidCruiter leads every one of the 7 criteria, impress.ai none of them, and the closest of the 7 is Data Governance Disclosure, impress.ai 55 to VidCruiter 56. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — impress.ai 35, VidCruiter 58 — and at a 20% weight it carries 45% of the weighted advantage VidCruiter 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
VidCruiter
VidCruiter is an enterprise recruitment platform combining live and pre-recorded video interviewing, structured interview workflows, automated scheduling, skills testing, automated reference checks, and AI features such as transcript-based AI Interview Scoring, AI Interview Notes, and AI fraud detection.
§ The record
impress.ai is filed under Screening AI, VidCruiter under Video interview AI. They also share 1 secondary category: Assessment.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | impress.ai | VidCruiter |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | SG | CA |
| Founded | 2017 | 2012 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 45% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · VidCruiter 58
4.6 weighted points to VidCruiter
18% weight · 74% of the movement so far
Bias Audit Transparency
impress.ai 22 · VidCruiter 38
2.9 weighted points to VidCruiter
12% weight · 85% of the movement so far
Human Oversight Design
impress.ai 52 · VidCruiter 62
1.2 weighted points to VidCruiter
15% weight · 96% of the movement so far
FRIA Support
impress.ai 25 · VidCruiter 32
1.1 weighted points to VidCruiter
8% weight · 97% of the movement so far
Customer Documentation
impress.ai 58 · VidCruiter 60
0.2 weighted points to VidCruiter
15% weight · 99% of the movement so far
Data Governance Disclosure
impress.ai 55 · VidCruiter 56
0.1 weighted points to VidCruiter
12% weight · 100% of the movement so far
Post-Market Monitoring
impress.ai 32 · VidCruiter 33
0.1 weighted points to VidCruiter
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -10.2 — the difference between the two totals before either is rounded. Shares are of 10.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -10 beside that -10.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus VidCruiter.
| Category | Weight | impress.ai | VidCruiter | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 58 | -23 | -4.6 |
| Bias Audit Transparency | 18% | 22 | 38 | -16 | -2.9 |
| FRIA Support | 15% | 25 | 32 | -7 | -1.1 |
| Data Governance Disclosure | 15% | 55 | 56 | -1 | -0.1 |
| Human Oversight Design | 12% | 52 | 62 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 32 | 33 | -1 | -0.1 |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 38 (F) | 48 (F) | -10 | -10.2 |
§ 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 | VidCruiter | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own 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 | 1 | Sources 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 | — |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 18 | 7 | Sources on the vendor's own domain | 12 | 6 | Sources on the vendor's own domain |
impress.ai has 25 evidence rows across 7 of 7 criteria — 18 with a source URL, 7 documented absences; VidCruiter has 18 evidence rows across 7 of 7 criteria — 12 with a source URL, 6 documented absences.
Provenance
The scores above are documented by 43 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 18 for VidCruiter, across 2 distinct source domains.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 2026 · HireAIScore editorial team
- VidCruiter 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