§ The result
Fuel50 leads Arya by Leoforce on all 7 criteria.
Under rubric v1.0, Fuel50 opens a 20-point lead on Arya by Leoforce, 58 to 38, with both scored in the Sourcing cohort. Of the 7 criteria Arya by Leoforce wins none, and the narrowest lead Fuel50 holds is on FRIA Support, Arya by Leoforce 25 to Fuel50 32. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Arya by Leoforce 30, Fuel50 70 — and at a 20% weight it carries 40% of the weighted advantage Fuel50 holds across the 7 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
Fuel50
Fuel50 is an AI internal talent marketplace and workforce-transformation platform that matches employees to internal roles, gigs, mentors, learning and career paths, and fit-scores and ranks internal candidates for open roles and succession pipelines, using a skills ontology curated by in-house I/O psychologists.
§ The record
Arya by Leoforce and Fuel50 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, Colorado AI Act and Illinois HB 3773. Only Fuel50 is in scope of Mobley v. Workday.
| Record | Arya by Leoforce | Fuel50 |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | US | US |
| Founded | 2012 | 2011 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 40% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Fuel50 70
8.0 weighted points to Fuel50
18% weight · 66% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Fuel50 68
5.0 weighted points to Fuel50
15% weight · 78% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Fuel50 64
2.4 weighted points to Fuel50
8% weight · 84% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Fuel50 62
1.3 weighted points to Fuel50
12% weight · 90% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Fuel50 40
1.2 weighted points to Fuel50
15% weight · 96% of the movement so far
FRIA Support
Arya by Leoforce 25 · Fuel50 32
1.1 weighted points to Fuel50
12% weight · 100% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Fuel50 61
0.8 weighted points to Fuel50
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 Fuel50.
| Category | Weight | Arya by Leoforce | Fuel50 | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 70 | -40 | -8.0 |
| Bias Audit Transparency | 18% | 40 | 68 | -28 | -5.0 |
| FRIA Support | 15% | 25 | 32 | -7 | -1.1 |
| Data Governance Disclosure | 15% | 48 | 64 | -16 | -2.4 |
| Human Oversight Design | 12% | 54 | 61 | -7 | -0.8 |
| Post-Market Monitoring | 12% | 30 | 40 | -10 | -1.2 |
| Customer Documentation | 8% | 46 | 62 | -16 | -1.3 |
| 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 | Fuel50 | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 3 | 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 | 2 | 1 | — |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 5 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 4 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 24 | 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; Fuel50 has 28 evidence rows across 7 of 7 criteria — 24 with a source URL, 4 documented absences; some documentation or audit rows for Fuel50 sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 59 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 28 for Fuel50, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Fuel50 last reviewed
- September 25, 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