§ The result
4 points separate RippleMatch and Zoho Recruit.
RippleMatch holds a 4-point edge over Zoho Recruit under rubric v1.0, 46 to 42, across the Sourcing and ATS-integrated cohorts. The criteria split evenly, 3 each to RippleMatch and Zoho Recruit, with 1 level, and the weighted points on the side RippleMatch holds, headed by Bias Audit Transparency, settle the total. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — RippleMatch 53, Zoho Recruit 24 — and at an 18% weight it carries 83% of the weighted advantage RippleMatch holds across the 3 criteria on that side of the table.
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
Zoho Recruit
Zoho Recruit is a cloud-based applicant tracking and recruiting platform whose Zia AI assistant performs resume parsing, skills-based candidate-to-job matching, match scoring, sourcing, and AI-assisted screening and assessments.
§ The record
RippleMatch is filed under Candidate sourcing AI, Zoho Recruit under ATS-integrated AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Zoho Recruit is in scope of Mobley v. Workday.
| Record | RippleMatch | Zoho Recruit |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | IN |
| Founded | 2016 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 67% of the movement so far
Bias Audit Transparency
RippleMatch 53 · Zoho Recruit 24
5.2 weighted points to RippleMatch
12% weight · 77% of the movement so far
Human Oversight Design
RippleMatch 57 · Zoho Recruit 50
0.8 weighted points to RippleMatch
15% weight · 87% of the movement so far
Data Governance Disclosure
RippleMatch 50 · Zoho Recruit 55
0.8 weighted points to Zoho Recruit
15% weight · 93% of the movement so far
FRIA Support
RippleMatch 27 · Zoho Recruit 30
0.4 weighted points to Zoho Recruit
12% weight · 97% of the movement so far
Post-Market Monitoring
RippleMatch 37 · Zoho Recruit 40
0.4 weighted points to Zoho Recruit
20% weight · 100% of the movement so far
Article 11 Technical Documentation
RippleMatch 46 · Zoho Recruit 45
0.2 weighted points to RippleMatch
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +4.7 — the difference between the two totals before either is rounded. Shares are of 7.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +4 beside that +4.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is RippleMatch minus Zoho Recruit.
| Category | Weight | RippleMatch | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 46 | 45 | +1 | +0.2 |
| Bias Audit Transparency | 18% | 53 | 24 | +29 | +5.2 |
| FRIA Support | 15% | 27 | 30 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 50 | 55 | -5 | -0.8 |
| Human Oversight Design | 12% | 57 | 50 | +7 | +0.8 |
| Post-Market Monitoring | 12% | 37 | 40 | -3 | -0.4 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 46 (F) | 42 (F) | +4 | +4.7 |
§ 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 | RippleMatch | Zoho Recruit | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 7 | 1 | Sources on the vendor's own domain | 2 | 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 | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 7 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources 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 | 1 | 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 | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain | 10 | 7 | Audit reportSources on the vendor's own domain |
RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; Zoho Recruit has 17 evidence rows across 7 of 7 criteria — 10 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 59 evidence rows on file for these two vendors: 42 for RippleMatch, across 5 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- RippleMatch last reviewed
- September 25, 2026 · HireAIScore editorial team
- Zoho Recruit last reviewed
- July 17, 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