§ The result
Dover leads Arya by Leoforce on all 7 criteria.
Dover scores 45 and Arya by Leoforce 38 under rubric v1.0 — a 7-point gap inside the Sourcing cohort. Dover is ahead of Arya by Leoforce on all 7 criteria but on none of them by as much as 20 raw points, the closest being Data Governance Disclosure at Arya by Leoforce 48 to Dover 50. Post-Market Monitoring is the widest raw gap (Arya by Leoforce 30, Dover 44) but not the heaviest weighted swing, which is Bias Audit Transparency at 18% (Arya by Leoforce 40, Dover 52), 30% of the weighted advantage Dover builds 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
Dover
Dover is an AI recruiting platform for startups offering a free applicant tracking system, candidate sourcing via a LinkedIn/Copilot browser extension, OpenAI/Anthropic-powered 0-100 applicant scoring, and a fractional-recruiter marketplace.
§ The record
Arya by Leoforce and Dover are both filed under Candidate sourcing 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 | Dover |
|---|---|---|
| Price tier | High | Low |
| Headquarters | US | US |
| Founded | 2012 | 2019 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 30% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Dover 52
2.2 weighted points to Dover
12% weight · 53% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Dover 44
1.7 weighted points to Dover
8% weight · 68% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Dover 60
1.1 weighted points to Dover
20% weight · 79% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Dover 34
0.8 weighted points to Dover
15% weight · 89% of the movement so far
FRIA Support
Arya by Leoforce 25 · Dover 30
0.8 weighted points to Dover
12% weight · 96% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Dover 58
0.5 weighted points to Dover
15% weight · 100% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Dover 50
0.3 weighted points to Dover
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.3 — the difference between the two totals before either is rounded. Shares are of 7.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -7 beside that -7.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Dover.
| Category | Weight | Arya by Leoforce | Dover | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 34 | -4 | -0.8 |
| Bias Audit Transparency | 18% | 40 | 52 | -12 | -2.2 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 48 | 50 | -2 | -0.3 |
| Human Oversight Design | 12% | 54 | 58 | -4 | -0.5 |
| Post-Market Monitoring | 12% | 30 | 44 | -14 | -1.7 |
| Customer Documentation | 8% | 46 | 60 | -14 | -1.1 |
| Total | 100% | 38 (F) | 45 (F) | -7 | -7.3 |
§ 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 | Dover | ||||
|---|---|---|---|---|---|---|---|
| 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 | 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 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 13 | 4 | 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; Dover has 17 evidence rows across 7 of 7 criteria — 13 with a source URL, 4 documented absences; some documentation or audit rows for Dover 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 Dover, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Dover 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