§ The result
Rippling leads Arya by Leoforce on all 7 criteria.
Under rubric v1.0, Rippling (ATS-integrated) opens an 18-point lead on Arya by Leoforce (Sourcing), 56 to 38. Rippling leads every one of the 7 criteria, Arya by Leoforce none of them, and the closest of the 7 is Bias Audit Transparency, Arya by Leoforce 40 to Rippling 42. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Arya by Leoforce 30, Rippling 73 — and at a 20% weight it carries 46% of the weighted advantage Rippling holds across the 7 criteria on that side of the table.
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
Rippling
Rippling Recruiting is an applicant tracking system within Rippling's all-in-one HR/IT/finance platform that uses AI to review and screen job applications, summarize interviewer feedback, transcribe video interviews, flag application fraud, and automate interview scheduling.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, Rippling under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Arya by Leoforce is in scope of Illinois HB 3773.
| Record | Arya by Leoforce | Rippling |
|---|---|---|
| Price tier | High | High |
| Headquarters | US | US |
| Founded | 2012 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 46% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Rippling 73
8.6 weighted points to Rippling
15% weight · 62% of the movement so far
FRIA Support
Arya by Leoforce 25 · Rippling 45
3.0 weighted points to Rippling
15% weight · 75% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Rippling 64
2.4 weighted points to Rippling
12% weight · 86% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Rippling 47
2.0 weighted points to Rippling
8% weight · 94% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Rippling 64
1.4 weighted points to Rippling
12% weight · 98% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Rippling 60
0.7 weighted points to Rippling
18% weight · 100% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Rippling 42
0.4 weighted points to Rippling
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -18.6 — the difference between the two totals before either is rounded. Shares are of 18.6 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 -18.6.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Rippling.
| Category | Weight | Arya by Leoforce | Rippling | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 73 | -43 | -8.6 |
| Bias Audit Transparency | 18% | 40 | 42 | -2 | -0.4 |
| FRIA Support | 15% | 25 | 45 | -20 | -3.0 |
| Data Governance Disclosure | 15% | 48 | 64 | -16 | -2.4 |
| Human Oversight Design | 12% | 54 | 60 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 30 | 47 | -17 | -2.0 |
| Customer Documentation | 8% | 46 | 64 | -18 | -1.4 |
| Total | 100% | 38 (F) | 56 (F) | -18 | -18.6 |
§ 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 | Arya by Leoforce | Rippling | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 2 | 0 | Audit reportSources on the vendor's own 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 | 2 | 0 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 12 | 1 | Audit reportSources on the vendor's own domain |
Arya by Leoforce has 31 evidence rows across 7 of 7 criteria — 26 with a source URL, 5 documented absences; Rippling has 13 evidence rows across 7 of 7 criteria — 12 with a source URL, 1 documented absence.
Provenance
The scores above are documented by 44 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 13 for Rippling, across 1 distinct source domain.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Rippling 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