§ The result
RippleMatch leads Arya by Leoforce on all 7 criteria.
RippleMatch scores 46 and Arya by Leoforce 38 under rubric v1.0 — an 8-point gap inside the Sourcing cohort. RippleMatch takes all 7 criteria from Arya by Leoforce without a 20-point raw gap on any of them; the closest is FRIA Support, Arya by Leoforce 25 to RippleMatch 27. The advantage RippleMatch holds is spread out: Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing (Arya by Leoforce 30, RippleMatch 46, 20% weight), yet it supplies only 38% of the weighted points RippleMatch gains across the 7 criteria it leads.
Vendor profile
Arya by Leoforce
Leoforce's AI agents, successors to its long-running Arya matching platform, source candidates from a proprietary talent database, job boards and customers' ATS records, score and rank them for fit, engage them by email and SMS, prescreen career-site visitors and deliver pre-vetted, interview-ready applicants.
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
Arya by Leoforce and RippleMatch are both filed under Candidate sourcing AI. They also share 2 secondary categories: Screening and Scheduling.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.
| Record | Arya by Leoforce | RippleMatch |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2012 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 38% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · RippleMatch 46
3.2 weighted points to RippleMatch
18% weight · 65% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · RippleMatch 53
2.3 weighted points to RippleMatch
8% weight · 79% of the movement so far
Customer Documentation
Arya by Leoforce 46 · RippleMatch 60
1.1 weighted points to RippleMatch
12% weight · 89% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · RippleMatch 37
0.8 weighted points to RippleMatch
12% weight · 93% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · RippleMatch 57
0.4 weighted points to RippleMatch
15% weight · 96% of the movement so far
FRIA Support
Arya by Leoforce 25 · RippleMatch 27
0.3 weighted points to RippleMatch
15% weight · 100% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · RippleMatch 50
0.3 weighted points to RippleMatch
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -8.5 — the difference between the two totals before either is rounded. Shares are of 8.5 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 -8.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus RippleMatch.
| Category | Weight | Arya by Leoforce | RippleMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 46 | -16 | -3.2 |
| Bias Audit Transparency | 18% | 40 | 53 | -13 | -2.3 |
| FRIA Support | 15% | 25 | 27 | -2 | -0.3 |
| Data Governance Disclosure | 15% | 48 | 50 | -2 | -0.3 |
| Human Oversight Design | 12% | 54 | 57 | -3 | -0.4 |
| Post-Market Monitoring | 12% | 30 | 37 | -7 | -0.8 |
| Customer Documentation | 8% | 46 | 60 | -14 | -1.1 |
| Total | 100% | 38 (F) | 46 (F) | -8 | -8.5 |
§ 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 | Arya by Leoforce | 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% | 4 | 0 | 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% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | 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% | 3 | 2 | Sources on the vendor's own domain | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 35 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain |
Arya by Leoforce has 31 evidence rows across 7 of 7 criteria — 26 with a source URL, 5 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 73 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 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