§ The result
ConverzAI leads Arya by Leoforce by 6 points.
Under rubric v1.0, ConverzAI, filed under Screening, finishes on 44 and Arya by Leoforce, filed under Sourcing, on 38, 6 points apart. The criteria split evenly, 3 each to Arya by Leoforce and ConverzAI, with 1 level, and the weighted points on the side ConverzAI holds, headed by Bias Audit Transparency, settle the total. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Arya by Leoforce 40, ConverzAI 72 — and at an 18% weight it carries 65% of the weighted advantage ConverzAI holds across the 3 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
ConverzAI
ConverzAI's Virtual Recruiter is an agentic voice, SMS and email AI agent for staffing firms. It contacts applicants within minutes, runs role-specific screening interviews, scores candidates' fit to open jobs and updates the firm's ATS.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, ConverzAI 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.
| Record | Arya by Leoforce | ConverzAI |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2012 | 2019 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 51% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · ConverzAI 72
5.8 weighted points to ConverzAI
12% weight · 72% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · ConverzAI 50
2.4 weighted points to ConverzAI
15% weight · 83% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · ConverzAI 40
1.2 weighted points to Arya by Leoforce
12% weight · 93% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · ConverzAI 45
1.1 weighted points to Arya by Leoforce
15% weight · 99% of the movement so far
FRIA Support
Arya by Leoforce 25 · ConverzAI 30
0.8 weighted points to ConverzAI
8% weight · 100% of the movement so far
Customer Documentation
Arya by Leoforce 46 · ConverzAI 45
0.1 weighted points to Arya by Leoforce
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -6.5 — the difference between the two totals before either is rounded. Shares are of 11.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -6 beside that -6.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus ConverzAI.
| Category | Weight | Arya by Leoforce | ConverzAI | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 30 | - | - |
| Bias Audit Transparency | 18% | 40 | 72 | -32 | -5.8 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 48 | 40 | +8 | +1.2 |
| Human Oversight Design | 12% | 54 | 45 | +9 | +1.1 |
| Post-Market Monitoring | 12% | 30 | 50 | -20 | -2.4 |
| Customer Documentation | 8% | 46 | 45 | +1 | +0.1 |
| Total | 100% | 38 (F) | 44 (F) | -6 | -6.5 |
§ 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 | ConverzAI | ||||
|---|---|---|---|---|---|---|---|
| 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 a separate domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 6 | 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 | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate 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 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 24 | 6 | 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; ConverzAI has 30 evidence rows across 7 of 7 criteria — 24 with a source URL, 6 documented absences; some documentation or audit rows for ConverzAI sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 61 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 30 for ConverzAI, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- ConverzAI 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