§ The result
Eightfold AI leads RippleMatch on 6 of the 7 criteria.
The Sourcing cohort pairing of Eightfold AI and RippleMatch comes out 64 (D) to 46 (F) under rubric v1.0, an 18-point lead for Eightfold AI. RippleMatch is ahead on none of the 7 criteria: Eightfold AI takes 6, the remaining criterion is level, and the nearest of those 6 is Human Oversight Design, Eightfold AI 60 to RippleMatch 57. The widest raw gap and the heaviest weighted swing fall on different criteria: Bias Audit Transparency (Eightfold AI 85, RippleMatch 53) and Article 11 Technical Documentation at 20% (Eightfold AI 75, RippleMatch 46), the second being 33% of the weighted advantage Eightfold AI holds across the 6 criteria on that side of the table.
Vendor profile
Eightfold AI
Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
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
Eightfold AI and RippleMatch are both filed under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, Colorado AI Act and NYC LL 144. Only RippleMatch is in scope of Illinois HB 3773.
| Record | Eightfold AI | RippleMatch |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2016 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 33% of the movement so far
Article 11 Technical Documentation
Eightfold AI 75 · RippleMatch 46
5.8 weighted points to Eightfold AI
18% weight · 65% of the movement so far
Bias Audit Transparency
Eightfold AI 85 · RippleMatch 53
5.8 weighted points to Eightfold AI
15% weight · 81% of the movement so far
FRIA Support
Eightfold AI 45 · RippleMatch 27
2.7 weighted points to Eightfold AI
12% weight · 89% of the movement so far
Post-Market Monitoring
Eightfold AI 50 · RippleMatch 37
1.6 weighted points to Eightfold AI
15% weight · 98% of the movement so far
Data Governance Disclosure
Eightfold AI 60 · RippleMatch 50
1.5 weighted points to Eightfold AI
12% weight · 100% of the movement so far
Human Oversight Design
Eightfold AI 60 · RippleMatch 57
0.4 weighted points to Eightfold AI
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +17.7 — the difference between the two totals before either is rounded. Shares are of 17.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +18 beside that +17.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Eightfold AI minus RippleMatch.
| Category | Weight | Eightfold AI | RippleMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 75 | 46 | +29 | +5.8 |
| Bias Audit Transparency | 18% | 85 | 53 | +32 | +5.8 |
| FRIA Support | 15% | 45 | 27 | +18 | +2.7 |
| Data Governance Disclosure | 15% | 60 | 50 | +10 | +1.5 |
| Human Oversight Design | 12% | 60 | 57 | +3 | +0.4 |
| Post-Market Monitoring | 12% | 50 | 37 | +13 | +1.6 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 64 (D) | 46 (F) | +18 | +17.7 |
§ 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 | Eightfold AI | RippleMatch | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate 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% | 1 | 0 | — | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 0 | — | 7 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 1 | 1 | — | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 2 | 0 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 13 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain |
Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 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 Eightfold AI and RippleMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 57 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- Eightfold AI last reviewed
- May 21, 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