§ The result
Pinpoint leads Arya by Leoforce on all 7 criteria.
Under rubric v1.0, Pinpoint (ATS-integrated) opens a 19-point lead on Arya by Leoforce (Sourcing), 57 to 38. Arya by Leoforce leads none of the 7 criteria, and Pinpoint is ahead on 4 of them by 20 raw points or more, Article 11 Technical Documentation among them. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Arya by Leoforce 30, Pinpoint 72 — and at a 20% weight it carries 44% of the weighted advantage Pinpoint 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
Pinpoint
Pinpoint is an applicant tracking system for in-house talent teams that layers AI-assisted screening onto core hiring workflows - candidate match scores, AI filters, anonymized screening, an interview notetaker, and a hiring copilot for outreach and rejections.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, Pinpoint 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 | Pinpoint |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | JE |
| Founded | 2012 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 44% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Pinpoint 72
8.4 weighted points to Pinpoint
15% weight · 60% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Pinpoint 68
3.0 weighted points to Pinpoint
12% weight · 73% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Pinpoint 52
2.6 weighted points to Pinpoint
15% weight · 83% of the movement so far
FRIA Support
Arya by Leoforce 25 · Pinpoint 38
1.9 weighted points to Pinpoint
8% weight · 92% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Pinpoint 66
1.6 weighted points to Pinpoint
12% weight · 98% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Pinpoint 64
1.2 weighted points to Pinpoint
18% weight · 100% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Pinpoint 42
0.4 weighted points to Pinpoint
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -19.1 — the difference between the two totals before either is rounded. Shares are of 19.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -19 beside that -19.1.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Pinpoint.
| Category | Weight | Arya by Leoforce | Pinpoint | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 72 | -42 | -8.4 |
| Bias Audit Transparency | 18% | 40 | 42 | -2 | -0.4 |
| FRIA Support | 15% | 25 | 38 | -13 | -1.9 |
| Data Governance Disclosure | 15% | 48 | 68 | -20 | -3.0 |
| Human Oversight Design | 12% | 54 | 64 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 30 | 52 | -22 | -2.6 |
| Customer Documentation | 8% | 46 | 66 | -20 | -1.6 |
| Total | 100% | 38 (F) | 57 (F) | -19 | -19.1 |
§ 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 | Pinpoint | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 18 | 2 | 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; Pinpoint has 20 evidence rows across 7 of 7 criteria — 18 with a source URL, 2 documented absences.
Provenance
The scores above are documented by 51 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 20 for Pinpoint, across 2 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Pinpoint last reviewed
- July 17, 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