§ The result
Talkpush leads Arya by Leoforce by 8 points.
Talkpush scores 46 and Arya by Leoforce 38 under rubric v1.0, an 8-point gap across the Screening and Sourcing cohorts. Talkpush leads 6 of the 7 criteria, including Article 11 Technical Documentation, while Arya by Leoforce leads 1, including Data Governance Disclosure. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Arya by Leoforce 30, Talkpush 52) and the heaviest weighted swing, and at 20% weight it makes up 53% of the weighted advantage Talkpush holds across the 6 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
Talkpush
Talkpush is a conversational recruitment CRM and applicant tracking system for high-volume hiring that screens candidates over WhatsApp, Messenger, SMS and voice using chatbots, automated workflows (Autoflow), an AI English-proficiency assessment (TalkScore) and an outbound AI voice agent.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, Talkpush under Screening AI. They also share 1 secondary category: Scheduling.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only Talkpush is in scope of Mobley v. Workday.
| Record | Arya by Leoforce | Talkpush |
|---|---|---|
| Price tier | High | Enterprise |
| Headquarters | US | HK |
| Founded | 2012 | 2014 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 49% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · Talkpush 52
4.4 weighted points to Talkpush
12% weight · 71% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · Talkpush 46
1.9 weighted points to Talkpush
8% weight · 83% of the movement so far
Customer Documentation
Arya by Leoforce 46 · Talkpush 60
1.1 weighted points to Talkpush
15% weight · 90% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · Talkpush 44
0.6 weighted points to Arya by Leoforce
18% weight · 94% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · Talkpush 42
0.4 weighted points to Talkpush
15% weight · 97% of the movement so far
FRIA Support
Arya by Leoforce 25 · Talkpush 27
0.3 weighted points to Talkpush
12% weight · 100% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · Talkpush 56
0.2 weighted points to Talkpush
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -7.7 — the difference between the two totals before either is rounded. Shares are of 8.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -8 beside that -7.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus Talkpush.
| Category | Weight | Arya by Leoforce | Talkpush | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 52 | -22 | -4.4 |
| Bias Audit Transparency | 18% | 40 | 42 | -2 | -0.4 |
| FRIA Support | 15% | 25 | 27 | -2 | -0.3 |
| Data Governance Disclosure | 15% | 48 | 44 | +4 | +0.6 |
| Human Oversight Design | 12% | 54 | 56 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 30 | 46 | -16 | -1.9 |
| Customer Documentation | 8% | 46 | 60 | -14 | -1.1 |
| Total | 100% | 38 (F) | 46 (F) | -8 | -7.7 |
§ 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 | Talkpush | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 3 | 1 | Sources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 21 | 7 | 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; Talkpush has 28 evidence rows across 7 of 7 criteria — 21 with a source URL, 7 documented absences; some documentation or audit rows for Talkpush 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 Talkpush, across 2 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- Talkpush last reviewed
- August 2, 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