§ The result
Findem leads Arya by Leoforce on all 7 criteria.
The Sourcing cohort pairing of Findem and Arya by Leoforce comes out 58 to 38 under rubric v1.0, a 20-point lead for Findem. Findem leads every one of the 7 criteria, Arya by Leoforce none of them, and the closest of the 7 is Human Oversight Design, Arya by Leoforce 54 to Findem 60. The advantage Findem holds is spread out: Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing (Arya by Leoforce 40, Findem 83, 18% weight), yet it supplies only 39% of the weighted points Findem 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
Findem
AI talent-intelligence platform that uses 'attribute'/3D-data enrichment over 850M+ candidate profiles to power candidate search, sourcing, talent CRM, and agentic recruiting workflows.
§ The record
Arya by Leoforce and Findem 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 | Findem |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | US | US |
| Founded | 2012 | 2019 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 39% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Findem 83
7.7 weighted points to Findem
20% weight · 68% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Findem 58
5.6 weighted points to Findem
15% weight · 77% of the movement so far
FRIA Support
Arya by Leoforce 25 · Findem 38
1.9 weighted points to Findem
12% weight · 85% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Findem 42
1.4 weighted points to Findem
15% weight · 91% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Findem 57
1.3 weighted points to Findem
8% weight · 96% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Findem 58
1.0 weighted points to Findem
12% weight · 100% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Findem 60
0.7 weighted points to Findem
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -19.8 — the difference between the two totals before either is rounded. Shares are of 19.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -20 beside that -19.8.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Findem.
| Category | Weight | Arya by Leoforce | Findem | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 58 | -28 | -5.6 |
| Bias Audit Transparency | 18% | 40 | 83 | -43 | -7.7 |
| FRIA Support | 15% | 25 | 38 | -13 | -1.9 |
| Data Governance Disclosure | 15% | 48 | 57 | -9 | -1.3 |
| Human Oversight Design | 12% | 54 | 60 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 30 | 42 | -12 | -1.4 |
| Customer Documentation | 8% | 46 | 58 | -12 | -1.0 |
| Total | 100% | 38 (F) | 58 (F) | -20 | -19.8 |
§ 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 | Findem | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 3 | 0 | 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 | — |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources 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 | 1 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 12 | 5 | 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; Findem has 17 evidence rows across 7 of 7 criteria — 12 with a source URL, 5 documented absences; some documentation or audit rows for Findem sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 48 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 17 for Findem, across 2 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Findem last reviewed
- June 7, 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