§ The result
Tribepad leads Arya by Leoforce on all 7 criteria.
Under rubric v1.0, Tribepad (ATS-integrated) opens an 18-point lead on Arya by Leoforce (Sourcing), 56 to 38. Arya by Leoforce leads none of the 7 criteria, and Tribepad is ahead on 3 of them by 20 raw points or more, Bias Audit Transparency among them. Even Bias Audit Transparency, the widest raw gap and the heaviest weighted swing (Arya by Leoforce 40, Tribepad 78, 18% weight), is only 37% of the weighted advantage Tribepad 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
Tribepad
Tribepad is a UK applicant tracking system whose built-in Sidekick AI assistant scores and ranks applicants against recruiter-weighted skills and generates candidate summaries, SWOT analyses, job descriptions, salary suggestions and interview questions.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, Tribepad under ATS-integrated 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 | Tribepad |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | GB |
| Founded | 2012 | 2008 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 37% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Tribepad 78
6.8 weighted points to Tribepad
20% weight · 66% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Tribepad 56
5.2 weighted points to Tribepad
12% weight · 81% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Tribepad 54
2.9 weighted points to Tribepad
15% weight · 88% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Tribepad 56
1.2 weighted points to Tribepad
8% weight · 93% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Tribepad 58
1.0 weighted points to Tribepad
15% weight · 97% of the movement so far
FRIA Support
Arya by Leoforce 25 · Tribepad 30
0.8 weighted points to Tribepad
12% weight · 100% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Tribepad 58
0.5 weighted points to Tribepad
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -18.3 — the difference between the two totals before either is rounded. Shares are of 18.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -18 beside that -18.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Tribepad.
| Category | Weight | Arya by Leoforce | Tribepad | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 56 | -26 | -5.2 |
| Bias Audit Transparency | 18% | 40 | 78 | -38 | -6.8 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 48 | 56 | -8 | -1.2 |
| Human Oversight Design | 12% | 54 | 58 | -4 | -0.5 |
| Post-Market Monitoring | 12% | 30 | 54 | -24 | -2.9 |
| Customer Documentation | 8% | 46 | 58 | -12 | -1.0 |
| Total | 100% | 38 (F) | 56 (F) | -18 | -18.3 |
§ 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 | Tribepad | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 4 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 5 | 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 | 5 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 28 | 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; Tribepad has 32 evidence rows across 7 of 7 criteria — 28 with a source URL, 4 documented absences; some documentation or audit rows for Tribepad sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 63 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 32 for Tribepad, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Tribepad 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