§ The result
Arya by Leoforce leads Moonhub on 5 of the 7 criteria.
Inside the Sourcing cohort, rubric v1.0 puts Arya by Leoforce on 38 and Moonhub on 30, 8 points apart. Arya by Leoforce leads 5 of the 7 criteria and the remaining 2 are level, so Moonhub is ahead on none of them; the closest of the 5 Arya by Leoforce leads is Human Oversight Design, Arya by Leoforce 54 to Moonhub 48. One criterion, Bias Audit Transparency, is both the widest raw gap (Arya by Leoforce 40, Moonhub 18) and the heaviest weighted swing, and at 18% weight it makes up 53% of the weighted advantage Arya by Leoforce holds across the 5 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
Moonhub
Moonhub is an AI recruiting platform whose agents (Qualify AI, Engage AI, Monitor AI) search, score, outreach to, and engage candidates across more than a billion public and proprietary profiles, working alongside human expert recruiters who vet candidates before presenting them.
§ The record
Arya by Leoforce and Moonhub are both filed under Candidate sourcing 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.
| Record | Arya by Leoforce | Moonhub |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2012 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 53% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Moonhub 18
4.0 weighted points to Arya by Leoforce
15% weight · 69% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Moonhub 40
1.2 weighted points to Arya by Leoforce
12% weight · 82% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Moonhub 22
1.0 weighted points to Arya by Leoforce
12% weight · 91% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Moonhub 48
0.7 weighted points to Arya by Leoforce
8% weight · 100% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Moonhub 38
0.6 weighted points to Arya by Leoforce
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to +7.5 — the difference between the two totals before either is rounded. Shares are of 7.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +8 beside that +7.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Moonhub.
| Category | Weight | Arya by Leoforce | Moonhub | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 30 | - | - |
| Bias Audit Transparency | 18% | 40 | 18 | +22 | +4.0 |
| FRIA Support | 15% | 25 | 25 | - | - |
| Data Governance Disclosure | 15% | 48 | 40 | +8 | +1.2 |
| Human Oversight Design | 12% | 54 | 48 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 30 | 22 | +8 | +1.0 |
| Customer Documentation | 8% | 46 | 38 | +8 | +0.6 |
| Total | 100% | 38 (F) | 30 (F) | +8 | +7.5 |
§ 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 | Moonhub | ||||
|---|---|---|---|---|---|---|---|
| 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 | 1 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 0 | 1 | — |
| 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 | 1 | 1 | — |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 1 | 1 | — |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 6 | 7 | Sources 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; Moonhub has 13 evidence rows across 7 of 7 criteria — 6 with a source URL, 7 documented absences.
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 Moonhub, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Moonhub 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