§ The result
Arya by Leoforce leads Entelo by 5 points.
Inside the Sourcing cohort, rubric v1.0 puts Arya by Leoforce on 38 and Entelo on 33, 5 points apart. Entelo takes 1 of the 7 criteria, Post-Market Monitoring among them, against 4 for Arya by Leoforce, whose share includes Bias Audit Transparency, and 2 are level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Arya by Leoforce 40, Entelo 20 — and at an 18% weight it carries 60% of the weighted advantage Arya by Leoforce holds across the 4 criteria 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
Entelo
Entelo is an AI-powered talent sourcing and diversity-recruiting platform that aggregates hundreds of millions of public candidate profiles and applies predictive machine-learning models to score, rank, and surface (including underrepresented) candidates for recruiters.
§ The record
Arya by Leoforce and Entelo 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 | Entelo |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2012 | 2011 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 55% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Entelo 20
3.6 weighted points to Arya by Leoforce
12% weight · 77% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Entelo 42
1.4 weighted points to Arya by Leoforce
12% weight · 86% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Entelo 35
0.6 weighted points to Entelo
8% weight · 93% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Entelo 40
0.5 weighted points to Arya by Leoforce
15% weight · 100% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Entelo 45
0.4 weighted points to Arya by Leoforce
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to +5.4 — the difference between the two totals before either is rounded. Shares are of 6.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +5 beside that +5.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Entelo.
| Category | Weight | Arya by Leoforce | Entelo | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 30 | - | - |
| Bias Audit Transparency | 18% | 40 | 20 | +20 | +3.6 |
| FRIA Support | 15% | 25 | 25 | - | - |
| Data Governance Disclosure | 15% | 48 | 45 | +3 | +0.4 |
| Human Oversight Design | 12% | 54 | 42 | +12 | +1.4 |
| Post-Market Monitoring | 12% | 30 | 35 | -5 | -0.6 |
| Customer Documentation | 8% | 46 | 40 | +6 | +0.5 |
| Total | 100% | 38 (F) | 33 (F) | +5 | +5.4 |
§ 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 | Entelo | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 2 | 2 | — |
| 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 | 2 | 1 | Sources on the vendor's own 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 | 9 | 8 | 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; Entelo has 16 evidence rows across 7 of 7 criteria — 9 with a source URL, 8 documented absences.
Provenance
The scores above are documented by 47 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 16 for Entelo, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Entelo 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