§ The result
2 points separate Recruit CRM and Arya by Leoforce.
Recruit CRM holds a 2-point edge over Arya by Leoforce under rubric v1.0, 40 to 38, across the ATS-integrated and Sourcing cohorts. Recruit CRM leads 6 of the 7 criteria, including Post-Market Monitoring, while Arya by Leoforce leads 1, including Bias Audit Transparency. Bias Audit Transparency is at once the widest raw gap and the heaviest weighted swing, and it belongs to Arya by Leoforce — Arya by Leoforce 40, Recruit CRM 20, on an 18% weight — which is 100% of the weighted advantage Arya by Leoforce holds across the 1 criterion 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
Recruit CRM
Recruit CRM is an ATS and CRM for recruitment agencies and executive search firms, with AI resume parsing, AI sourcing from an 800M+ profile Global Database, and AI candidate matching that scores and ranks candidates 0–100 with explanations for each dimension.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, Recruit CRM 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 | Recruit CRM |
|---|---|---|
| Price tier | High | Low |
| Headquarters | US | US |
| Founded | 2012 | Not recorded |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 37% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Recruit CRM 20
3.6 weighted points to Arya by Leoforce
12% weight · 52% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Recruit CRM 42
1.4 weighted points to Recruit CRM
15% weight · 66% of the movement so far
FRIA Support
Arya by Leoforce 25 · Recruit CRM 34
1.3 weighted points to Recruit CRM
8% weight · 78% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Recruit CRM 60
1.1 weighted points to Recruit CRM
15% weight · 87% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Recruit CRM 54
0.9 weighted points to Recruit CRM
20% weight · 95% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Recruit CRM 34
0.8 weighted points to Recruit CRM
12% weight · 100% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Recruit CRM 58
0.5 weighted points to Recruit CRM
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -2.5 — the difference between the two totals before either is rounded. Shares are of 9.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -2 beside that -2.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Recruit CRM.
| Category | Weight | Arya by Leoforce | Recruit CRM | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 34 | -4 | -0.8 |
| Bias Audit Transparency | 18% | 40 | 20 | +20 | +3.6 |
| FRIA Support | 15% | 25 | 34 | -9 | -1.3 |
| Data Governance Disclosure | 15% | 48 | 54 | -6 | -0.9 |
| Human Oversight Design | 12% | 54 | 58 | -4 | -0.5 |
| Post-Market Monitoring | 12% | 30 | 42 | -12 | -1.4 |
| Customer Documentation | 8% | 46 | 60 | -14 | -1.1 |
| Total | 100% | 38 (F) | 40 (F) | -2 | -2.5 |
§ 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 | Recruit CRM | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 2 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 30 | 5 | Sources 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; Recruit CRM has 35 evidence rows across 7 of 7 criteria — 30 with a source URL, 5 documented absences; some documentation or audit rows for Recruit CRM sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 66 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 35 for Recruit CRM, across 2 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Recruit CRM 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