§ The result
HackerRank leads Arya by Leoforce on all 7 criteria.
HackerRank finishes 17 points clear of Arya by Leoforce under rubric v1.0 — 55 against 38 — across the Assessment and Sourcing cohorts. Of the 7 criteria Arya by Leoforce wins none, and the narrowest lead HackerRank holds is on Human Oversight Design, Arya by Leoforce 54 to HackerRank 60. Even Article 11 Technical Documentation, the widest raw gap and the heaviest weighted swing (Arya by Leoforce 30, HackerRank 60, 20% weight), is only 35% of the weighted advantage HackerRank 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
HackerRank
HackerRank is a technical skills assessment platform for developer hiring that uses coding tests, interviews, and AI-based features (question generation, ML plagiarism/AI-code detection, and image-analysis proctoring) to evaluate candidates.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, HackerRank under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only HackerRank is in scope of Mobley v. Workday.
| Record | Arya by Leoforce | HackerRank |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | US | US |
| Founded | 2012 | 2009 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 35% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · HackerRank 60
6.0 weighted points to HackerRank
18% weight · 63% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · HackerRank 68
5.0 weighted points to HackerRank
12% weight · 74% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · HackerRank 45
1.8 weighted points to HackerRank
15% weight · 82% of the movement so far
FRIA Support
Arya by Leoforce 25 · HackerRank 35
1.5 weighted points to HackerRank
8% weight · 90% of the movement so far
Customer Documentation
Arya by Leoforce 46 · HackerRank 62
1.3 weighted points to HackerRank
15% weight · 96% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · HackerRank 55
1.1 weighted points to HackerRank
12% weight · 100% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · HackerRank 60
0.7 weighted points to HackerRank
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -17.4 — the difference between the two totals before either is rounded. Shares are of 17.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -17 beside that -17.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus HackerRank.
| Category | Weight | Arya by Leoforce | HackerRank | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 60 | -30 | -6.0 |
| Bias Audit Transparency | 18% | 40 | 68 | -28 | -5.0 |
| FRIA Support | 15% | 25 | 35 | -10 | -1.5 |
| Data Governance Disclosure | 15% | 48 | 55 | -7 | -1.1 |
| Human Oversight Design | 12% | 54 | 60 | -6 | -0.7 |
| Post-Market Monitoring | 12% | 30 | 45 | -15 | -1.8 |
| Customer Documentation | 8% | 46 | 62 | -16 | -1.3 |
| Total | 100% | 38 (F) | 55 (F) | -17 | -17.4 |
§ 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 | HackerRank | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 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 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 1 | 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 | 3 | 0 | Sources on the vendor's own domainSources 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 | 14 | 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; HackerRank has 18 evidence rows across 7 of 7 criteria — 14 with a source URL, 4 documented absences; some documentation or audit rows for HackerRank sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 49 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 18 for HackerRank, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- HackerRank 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