§ The result
Metaview leads Ribbon by 11 points.
Both filed under Screening, Metaview and Ribbon come out 54 and 43 under rubric v1.0, 11 points in favour of Metaview. Metaview leads 5 of the 7 criteria, including Bias Audit Transparency, while Ribbon leads 1, including Article 11 Technical Documentation, and 1 is level. One criterion, Bias Audit Transparency, is both the widest raw gap (Metaview 80, Ribbon 38) and the heaviest weighted swing, and at 18% weight it makes up 67% of the weighted advantage Metaview holds across the 5 criteria it leads.
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.
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
Metaview and Ribbon are both filed under Screening AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act, Illinois HB 3773 and Mobley v. Workday.
| Record | Metaview | Ribbon |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | GB | CA |
| Founded | 2018 | 2020 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 62% of the movement so far
Bias Audit Transparency
Metaview 80 · Ribbon 38
7.6 weighted points to Metaview
15% weight · 75% of the movement so far
Data Governance Disclosure
Metaview 60 · Ribbon 50
1.5 weighted points to Metaview
12% weight · 86% of the movement so far
Post-Market Monitoring
Metaview 48 · Ribbon 37
1.3 weighted points to Metaview
20% weight · 92% of the movement so far
Article 11 Technical Documentation
Metaview 38 · Ribbon 42
0.8 weighted points to Ribbon
12% weight · 97% of the movement so far
Human Oversight Design
Metaview 60 · Ribbon 55
0.6 weighted points to Metaview
8% weight · 100% of the movement so far
Customer Documentation
Metaview 62 · Ribbon 58
0.3 weighted points to Metaview
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +10.5 — the difference between the two totals before either is rounded. Shares are of 12.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +11 beside that +10.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Metaview minus Ribbon.
| Category | Weight | Metaview | Ribbon | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 42 | -4 | -0.8 |
| Bias Audit Transparency | 18% | 80 | 38 | +42 | +7.6 |
| FRIA Support | 15% | 33 | 33 | - | - |
| Data Governance Disclosure | 15% | 60 | 50 | +10 | +1.5 |
| Human Oversight Design | 12% | 60 | 55 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 48 | 37 | +11 | +1.3 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 54 (F) | 43 (F) | +11 | +10.5 |
§ 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 | Metaview | Ribbon | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 0 | Audit reportSources on a separate domain | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | — | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 0 | Audit reportSources on a separate domain | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 5 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 13 | 3 | 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 |
Metaview has 16 evidence rows across 7 of 7 criteria — 13 with a source URL, 3 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 Metaview and Ribbon sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 51 evidence rows on file for these two vendors: 16 for Metaview, across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.
- Rubric
- v1.0
- Metaview last reviewed
- June 7, 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