§ The result
BrightHire leads RippleMatch by 5 points.
BrightHire scores 51 and RippleMatch 46 under rubric v1.0, a 5-point gap across the Screening and Sourcing cohorts. RippleMatch takes 1 of the 7 criteria, Bias Audit Transparency among them, against 6 for BrightHire, whose share includes Data Governance Disclosure. Even Data Governance Disclosure, the widest raw gap and the heaviest weighted swing (BrightHire 60, RippleMatch 50, 15% weight), is only 29% of the weighted advantage BrightHire builds across the 6 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
RippleMatch
RippleMatch is an early-career recruiting platform that sources students and recent graduates for employers' roles, ranks applicants with a 0-100 Fit Score built from criteria the recruiter configures, and adds verified skill badges, applicant review, interview scheduling and campus-event tools.
§ The record
BrightHire is filed under Screening AI, RippleMatch under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773 and Colorado AI Act. Only BrightHire is in scope of Mobley v. Workday.
| Record | BrightHire | RippleMatch |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2019 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
15% weight · 26% of the movement so far
Data Governance Disclosure
BrightHire 60 · RippleMatch 50
1.5 weighted points to BrightHire
15% weight · 50% of the movement so far
FRIA Support
BrightHire 36 · RippleMatch 27
1.3 weighted points to BrightHire
20% weight · 71% of the movement so far
Article 11 Technical Documentation
BrightHire 52 · RippleMatch 46
1.2 weighted points to BrightHire
12% weight · 81% of the movement so far
Post-Market Monitoring
BrightHire 42 · RippleMatch 37
0.6 weighted points to BrightHire
18% weight · 91% of the movement so far
Bias Audit Transparency
BrightHire 50 · RippleMatch 53
0.5 weighted points to RippleMatch
12% weight · 97% of the movement so far
Human Oversight Design
BrightHire 60 · RippleMatch 57
0.4 weighted points to BrightHire
8% weight · 100% of the movement so far
Customer Documentation
BrightHire 62 · RippleMatch 60
0.2 weighted points to BrightHire
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +4.6 — the difference between the two totals before either is rounded. Shares are of 5.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +5 beside that +4.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BrightHire minus RippleMatch.
| Category | Weight | BrightHire | RippleMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 46 | +6 | +1.2 |
| Bias Audit Transparency | 18% | 50 | 53 | -3 | -0.5 |
| FRIA Support | 15% | 36 | 27 | +9 | +1.3 |
| Data Governance Disclosure | 15% | 60 | 50 | +10 | +1.5 |
| Human Oversight Design | 12% | 60 | 57 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 42 | 37 | +5 | +0.6 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 51 (F) | 46 (F) | +5 | +4.6 |
§ 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 | RippleMatch | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Audit reportSources on the vendor's own domain | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate 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% | 3 | 1 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | Sources on the vendor's own domain | 7 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 16 | 7 | Audit reportSources on the vendor's own domain | 35 | 7 | Audit reportSources 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; RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; some documentation or audit rows for RippleMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 65 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- BrightHire last reviewed
- August 2, 2026 · HireAIScore editorial team
- RippleMatch 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