§ The result
iMocha leads Arya by Leoforce on all 7 criteria.
Under rubric v1.0, iMocha (Assessment) opens an 18-point lead on Arya by Leoforce (Sourcing), 56 to 38. Of the 7 criteria Arya by Leoforce wins none, and the narrowest lead iMocha holds is on Bias Audit Transparency, Arya by Leoforce 40 to iMocha 44. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Arya by Leoforce 30, iMocha 68 — and at a 20% weight it carries 42% of the weighted advantage iMocha 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
iMocha
iMocha is an AI-powered skills assessment and skills-intelligence platform that evaluates candidates and employees across technical, cognitive, coding, and soft skills for hiring and internal talent management, including AI-based coding simulators and an AI video interviewer (Tara).
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, iMocha under Assessment 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. Only iMocha is in scope of Mobley v. Workday.
| Record | Arya by Leoforce | iMocha |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | IN |
| Founded | 2012 | 2015 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 42% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · iMocha 68
7.6 weighted points to iMocha
15% weight · 57% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · iMocha 66
2.7 weighted points to iMocha
12% weight · 69% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · iMocha 48
2.2 weighted points to iMocha
15% weight · 80% of the movement so far
FRIA Support
Arya by Leoforce 25 · iMocha 38
1.9 weighted points to iMocha
8% weight · 89% of the movement so far
Customer Documentation
Arya by Leoforce 46 · iMocha 66
1.6 weighted points to iMocha
12% weight · 96% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · iMocha 64
1.2 weighted points to iMocha
18% weight · 100% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · iMocha 44
0.7 weighted points to iMocha
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -17.9 — the difference between the two totals before either is rounded. Shares are of 17.9 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 -17.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus iMocha.
| Category | Weight | Arya by Leoforce | iMocha | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 68 | -38 | -7.6 |
| Bias Audit Transparency | 18% | 40 | 44 | -4 | -0.7 |
| FRIA Support | 15% | 25 | 38 | -13 | -1.9 |
| Data Governance Disclosure | 15% | 48 | 66 | -18 | -2.7 |
| Human Oversight Design | 12% | 54 | 64 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 30 | 48 | -18 | -2.2 |
| Customer Documentation | 8% | 46 | 66 | -20 | -1.6 |
| Total | 100% | 38 (F) | 56 (F) | -18 | -17.9 |
§ 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 | iMocha | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 3 | 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 domainSources on a separate domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 4 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 2 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 26 | 5 | Audit reportSources on the vendor's own domain | 21 | 5 | 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; iMocha has 26 evidence rows across 7 of 7 criteria — 21 with a source URL, 5 documented absences; some documentation or audit rows for iMocha sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 57 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 26 for iMocha, across 2 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- iMocha 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