§ The result
3 points separate Vervoe and Ribbon.
Vervoe holds a 3-point edge over Ribbon under rubric v1.0, 46 to 43, across the Assessment and Screening cohorts. Ribbon takes 2 of the 7 criteria, FRIA Support among them, against 4 for Vervoe, whose share includes Bias Audit Transparency, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Ribbon 38, Vervoe 52 — and at an 18% weight it carries 56% of the weighted advantage Vervoe holds across the 4 criteria on that side of the table.
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.
Vendor profile
Vervoe
AI-powered skills-assessment platform that grades and ranks candidates on performance in role-specific, task-based assessments.
§ The record
Ribbon is filed under Screening AI, Vervoe under Assessment AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | Ribbon | Vervoe |
|---|---|---|
| Price tier | Low | Mid |
| Headquarters | CA | AU |
| Founded | 2020 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 37% of the movement so far
Bias Audit Transparency
Ribbon 38 · Vervoe 52
2.5 weighted points to Vervoe
15% weight · 55% of the movement so far
FRIA Support
Ribbon 33 · Vervoe 25
1.2 weighted points to Ribbon
12% weight · 71% of the movement so far
Post-Market Monitoring
Ribbon 37 · Vervoe 28
1.1 weighted points to Ribbon
15% weight · 82% of the movement so far
Data Governance Disclosure
Ribbon 50 · Vervoe 55
0.8 weighted points to Vervoe
20% weight · 91% of the movement so far
Article 11 Technical Documentation
Ribbon 42 · Vervoe 45
0.6 weighted points to Vervoe
12% weight · 100% of the movement so far
Human Oversight Design
Ribbon 55 · Vervoe 60
0.6 weighted points to Vervoe
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -2.2 — the difference between the two totals before either is rounded. Shares are of 6.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -3 beside that -2.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Ribbon minus Vervoe.
| Category | Weight | Ribbon | Vervoe | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 42 | 45 | -3 | -0.6 |
| Bias Audit Transparency | 18% | 38 | 52 | -14 | -2.5 |
| FRIA Support | 15% | 33 | 25 | +8 | +1.2 |
| Data Governance Disclosure | 15% | 50 | 55 | -5 | -0.8 |
| Human Oversight Design | 12% | 55 | 60 | -5 | -0.6 |
| Post-Market Monitoring | 12% | 37 | 28 | +9 | +1.1 |
| Customer Documentation | 8% | 58 | 58 | - | - |
| Total | 100% | 43 (F) | 46 (F) | -3 | -2.2 |
§ 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 | Ribbon | Vervoe | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domainSources on a separate domain | 4 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Customer Documentation | 8% | 5 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 31 | 4 | Sources on the vendor's own domainSources on a separate domain | 15 | 5 | Audit reportSources on the vendor's own domain |
Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; Vervoe has 20 evidence rows across 7 of 7 criteria — 15 with a source URL, 5 documented absences; some documentation or audit rows for Ribbon sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 55 evidence rows on file for these two vendors: 35 for Ribbon, across 2 distinct source domains, and 20 for Vervoe, across 1 distinct source domain.
- Rubric
- v1.0
- Ribbon last reviewed
- September 25, 2026 · HireAIScore editorial team
- Vervoe 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