§ The result
BrightHire leads Ribbon on all 7 criteria.
Inside the Screening cohort, rubric v1.0 puts BrightHire on 51 and Ribbon on 43, 8 points apart. BrightHire is ahead of Ribbon on all 7 criteria but on none of them by as much as 20 raw points, the closest being FRIA Support at BrightHire 36 to Ribbon 33. Even Bias Audit Transparency, the widest raw gap and the heaviest weighted swing (BrightHire 50, Ribbon 38, 18% weight), is only 28% of the weighted advantage BrightHire builds across the 7 criteria it leads.
Vendor profile
BrightHire
BrightHire is an interview intelligence platform that records, transcribes and analyzes hiring interviews into competency-structured notes and ATS scorecards, and additionally runs AI-led screening interviews (BrightHire Screen) that score and rank candidates against customer-defined rubrics.
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
BrightHire and Ribbon are both filed under Screening AI. They also share 1 secondary category: Video interview.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | BrightHire | Ribbon |
|---|---|---|
| Price tier | High | Low |
| Headquarters | US | CA |
| Founded | 2019 | 2020 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 28% of the movement so far
Bias Audit Transparency
BrightHire 50 · Ribbon 38
2.2 weighted points to BrightHire
20% weight · 55% of the movement so far
Article 11 Technical Documentation
BrightHire 52 · Ribbon 42
2.0 weighted points to BrightHire
15% weight · 74% of the movement so far
Data Governance Disclosure
BrightHire 60 · Ribbon 50
1.5 weighted points to BrightHire
12% weight · 82% of the movement so far
Human Oversight Design
BrightHire 60 · Ribbon 55
0.6 weighted points to BrightHire
12% weight · 90% of the movement so far
Post-Market Monitoring
BrightHire 42 · Ribbon 37
0.6 weighted points to BrightHire
15% weight · 96% of the movement so far
FRIA Support
BrightHire 36 · Ribbon 33
0.4 weighted points to BrightHire
8% weight · 100% of the movement so far
Customer Documentation
BrightHire 62 · Ribbon 58
0.3 weighted points to BrightHire
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +7.6 — the difference between the two totals before either is rounded. Shares are of 7.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +8 beside that +7.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BrightHire minus Ribbon.
| Category | Weight | BrightHire | Ribbon | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 42 | +10 | +2.0 |
| Bias Audit Transparency | 18% | 50 | 38 | +12 | +2.2 |
| FRIA Support | 15% | 36 | 33 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 60 | 50 | +10 | +1.5 |
| Human Oversight Design | 12% | 60 | 55 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 42 | 37 | +5 | +0.6 |
| Customer Documentation | 8% | 62 | 58 | +4 | +0.3 |
| Total | 100% | 51 (F) | 43 (F) | +8 | +7.6 |
§ 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 | BrightHire | Ribbon | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Audit reportSources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own 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% | 16 | 7 | Audit reportSources on the vendor's own domain | 31 | 4 | Sources on the vendor's own domainSources on a separate domain |
BrightHire has 23 evidence rows across 7 of 7 criteria — 16 with a source URL, 7 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 Ribbon sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 58 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.
- Rubric
- v1.0
- BrightHire last reviewed
- August 2, 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