§ The result
Indeed leads Arya by Leoforce by 12 points.
Both filed under Sourcing, Indeed and Arya by Leoforce come out 50 and 38 under rubric v1.0, 12 points in favour of Indeed. Indeed leads 6 of the 7 criteria, including Article 11 Technical Documentation, while Arya by Leoforce leads 1, including Bias Audit Transparency. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Arya by Leoforce 30, Indeed 58 — and at a 20% weight it carries 44% of the weighted advantage Indeed holds across the 6 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
Indeed
Job marketplace whose employer-side AI (the Talent Scout agent, Sourcing Assistant, Smart Screening and candidate matching) sources, ranks and scores candidates from Indeed's profile pool and applicant flow and drafts outreach to them.
§ The record
Arya by Leoforce and Indeed 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 | Indeed |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2012 | 2004 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 43% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Indeed 58
5.6 weighted points to Indeed
15% weight · 58% of the movement so far
FRIA Support
Arya by Leoforce 25 · Indeed 38
1.9 weighted points to Indeed
15% weight · 69% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Indeed 58
1.5 weighted points to Indeed
8% weight · 80% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Indeed 64
1.4 weighted points to Indeed
12% weight · 89% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Indeed 40
1.2 weighted points to Indeed
12% weight · 97% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Indeed 63
1.1 weighted points to Indeed
18% weight · 100% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Indeed 38
0.4 weighted points to Arya by Leoforce
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -12.4 — the difference between the two totals before either is rounded. Shares are of 13.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -12 beside that -12.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Indeed.
| Category | Weight | Arya by Leoforce | Indeed | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 58 | -28 | -5.6 |
| Bias Audit Transparency | 18% | 40 | 38 | +2 | +0.4 |
| FRIA Support | 15% | 25 | 38 | -13 | -1.9 |
| Data Governance Disclosure | 15% | 48 | 58 | -10 | -1.5 |
| Human Oversight Design | 12% | 54 | 63 | -9 | -1.1 |
| Post-Market Monitoring | 12% | 30 | 40 | -10 | -1.2 |
| Customer Documentation | 8% | 46 | 64 | -18 | -1.4 |
| Total | 100% | 38 (F) | 50 (F) | -12 | -12.4 |
§ 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 | Indeed | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 4 | 2 | Sources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 6 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 7 | 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 domainSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 7 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 36 | 5 | Sources 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; Indeed has 40 evidence rows across 7 of 7 criteria — 36 with a source URL, 5 documented absences; some documentation or audit rows for Indeed sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 71 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 40 for Indeed, across 5 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Indeed 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