§ The result
Metaview leads impress.ai on all 7 criteria.
Metaview finishes 16 points clear of impress.ai inside the Screening cohort under rubric v1.0: 54 against 38. Metaview leads every one of the 7 criteria, impress.ai none of them, and the closest of the 7 is Article 11 Technical Documentation, impress.ai 35 to Metaview 38. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — impress.ai 22, Metaview 80 — and at an 18% weight it carries 64% of the weighted advantage Metaview 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
Metaview
Metaview is an AI recruiting platform whose agents transcribe and summarize interviews into structured notes and scorecards, and whose Application Review feature screens and ranks inbound applicants against an auto-generated Ideal Candidate Profile with fit ratings.
§ The record
impress.ai and Metaview are both filed under Screening 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 | Metaview |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | SG | GB |
| Founded | 2017 | 2018 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 64% of the movement so far
Bias Audit Transparency
impress.ai 22 · Metaview 80
10.4 weighted points to Metaview
12% weight · 76% of the movement so far
Post-Market Monitoring
impress.ai 32 · Metaview 48
1.9 weighted points to Metaview
15% weight · 84% of the movement so far
FRIA Support
impress.ai 25 · Metaview 33
1.2 weighted points to Metaview
12% weight · 90% of the movement so far
Human Oversight Design
impress.ai 52 · Metaview 60
1.0 weighted points to Metaview
15% weight · 94% of the movement so far
Data Governance Disclosure
impress.ai 55 · Metaview 60
0.8 weighted points to Metaview
20% weight · 98% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · Metaview 38
0.6 weighted points to Metaview
8% weight · 100% of the movement so far
Customer Documentation
impress.ai 58 · Metaview 62
0.3 weighted points to Metaview
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -16.2 — the difference between the two totals before either is rounded. Shares are of 16.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -16 beside that -16.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus Metaview.
| Category | Weight | impress.ai | Metaview | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 38 | -3 | -0.6 |
| Bias Audit Transparency | 18% | 22 | 80 | -58 | -10.4 |
| FRIA Support | 15% | 25 | 33 | -8 | -1.2 |
| Data Governance Disclosure | 15% | 55 | 60 | -5 | -0.8 |
| Human Oversight Design | 12% | 52 | 60 | -8 | -1.0 |
| Post-Market Monitoring | 12% | 32 | 48 | -16 | -1.9 |
| Customer Documentation | 8% | 58 | 62 | -4 | -0.3 |
| Total | 100% | 38 (F) | 54 (F) | -16 | -16.2 |
§ 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 | Metaview | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Data Governance Disclosure | 15% | 2 | 1 | Sources on the vendor's own domain | 3 | 0 | 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 | 2 | 0 | Audit reportSources on a separate domain |
| 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 | 13 | 3 | 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; Metaview has 16 evidence rows across 7 of 7 criteria — 13 with a source URL, 3 documented absences; some documentation or audit rows for Metaview sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 41 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 16 for Metaview, across 2 distinct source domains.
- Rubric
- v1.0
- impress.ai last reviewed
- August 2, 2026 · HireAIScore editorial team
- Metaview 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