§ The result
RippleMatch leads SeekOut on all 7 criteria.
Both filed under Sourcing, RippleMatch and SeekOut come out 46 and 34 under rubric v1.0, 12 points in favour of RippleMatch. Of the 7 criteria SeekOut wins none, and the narrowest lead RippleMatch holds is on FRIA Support, RippleMatch 27 to SeekOut 25. Customer Documentation is the widest raw gap (RippleMatch 60, SeekOut 35) but not the heaviest weighted swing, which is Bias Audit Transparency at 18% (RippleMatch 53, SeekOut 40), 20% of the weighted advantage RippleMatch builds across the 7 criteria it leads.
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.
Vendor profile
SeekOut
Sourcing platform aggregating public profile data into a searchable talent index, with AI-assisted candidate matching and outreach.
§ The record
RippleMatch and SeekOut are both filed under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only RippleMatch is in scope of Illinois HB 3773.
| Record | RippleMatch | SeekOut |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | US | US |
| Founded | 2016 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 20% of the movement so far
Bias Audit Transparency
RippleMatch 53 · SeekOut 40
2.3 weighted points to RippleMatch
15% weight · 38% of the movement so far
Data Governance Disclosure
RippleMatch 50 · SeekOut 35
2.3 weighted points to RippleMatch
20% weight · 57% of the movement so far
Article 11 Technical Documentation
RippleMatch 46 · SeekOut 35
2.2 weighted points to RippleMatch
8% weight · 73% of the movement so far
Customer Documentation
RippleMatch 60 · SeekOut 35
2.0 weighted points to RippleMatch
12% weight · 85% of the movement so far
Human Oversight Design
RippleMatch 57 · SeekOut 45
1.4 weighted points to RippleMatch
12% weight · 97% of the movement so far
Post-Market Monitoring
RippleMatch 37 · SeekOut 25
1.4 weighted points to RippleMatch
15% weight · 100% of the movement so far
FRIA Support
RippleMatch 27 · SeekOut 25
0.3 weighted points to RippleMatch
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +12.0 — the difference between the two totals before either is rounded. Shares are of 12.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +12 beside that +12.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is RippleMatch minus SeekOut.
| Category | Weight | RippleMatch | SeekOut | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 46 | 35 | +11 | +2.2 |
| Bias Audit Transparency | 18% | 53 | 40 | +13 | +2.3 |
| FRIA Support | 15% | 27 | 25 | +2 | +0.3 |
| Data Governance Disclosure | 15% | 50 | 35 | +15 | +2.3 |
| Human Oversight Design | 12% | 57 | 45 | +12 | +1.4 |
| Post-Market Monitoring | 12% | 37 | 25 | +12 | +1.4 |
| Customer Documentation | 8% | 60 | 35 | +25 | +2.0 |
| Total | 100% | 46 (F) | 34 (F) | +12 | +12.0 |
§ 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 | RippleMatch | SeekOut | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 7 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 7 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 0 | 1 | — |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain | 5 | 4 | Sources on the vendor's own domain |
RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; SeekOut has 9 evidence rows across 7 of 7 criteria — 5 with a source URL, 4 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 51 evidence rows on file for these two vendors: 42 for RippleMatch, across 5 distinct source domains, and 9 for SeekOut, across 1 distinct source domain.
- Rubric
- v1.0
- RippleMatch last reviewed
- September 25, 2026 · HireAIScore editorial team
- SeekOut last reviewed
- May 21, 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