§ The result
2 points separate Arya by Leoforce and micro1.
Arya by Leoforce holds a 2-point edge over micro1 under rubric v1.0, 38 to 36, across the Sourcing and Screening cohorts. Arya by Leoforce leads 6 of the 7 criteria, including Bias Audit Transparency, while micro1 leads 1, including Article 11 Technical Documentation. Article 11 Technical Documentation is at once the widest raw gap and the heaviest weighted swing, and it belongs to micro1 — Arya by Leoforce 30, micro1 50, on a 20% weight — which is 100% of the weighted advantage micro1 holds across the 1 criterion 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
micro1
Zara, micro1's LLM-based AI interviewer, runs recorded, adaptive spoken interviews (with optional coding exercises and automated proctoring) and returns per-skill proficiency ratings, soft-skill ratings and a proctoring score; micro1 uses it to certify experts for its own AI-training talent network, and employers can use it through a client portal and API.
§ The record
Arya by Leoforce is filed under Candidate sourcing AI, micro1 under Screening AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773. Only micro1 is in scope of Mobley v. Workday.
| Record | Arya by Leoforce | micro1 |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2012 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 40% of the movement so far
Article 11 Technical Documentation
Arya by Leoforce 30 · micro1 50
4.0 weighted points to micro1
18% weight · 77% of the movement so far
Bias Audit Transparency
Arya by Leoforce 40 · micro1 20
3.6 weighted points to Arya by Leoforce
12% weight · 84% of the movement so far
Human Oversight Design
Arya by Leoforce 54 · micro1 48
0.7 weighted points to Arya by Leoforce
12% weight · 90% of the movement so far
Post-Market Monitoring
Arya by Leoforce 30 · micro1 25
0.6 weighted points to Arya by Leoforce
15% weight · 95% of the movement so far
FRIA Support
Arya by Leoforce 25 · micro1 22
0.4 weighted points to Arya by Leoforce
15% weight · 99% of the movement so far
Data Governance Disclosure
Arya by Leoforce 48 · micro1 45
0.4 weighted points to Arya by Leoforce
8% weight · 100% of the movement so far
Customer Documentation
Arya by Leoforce 46 · micro1 45
0.1 weighted points to Arya by Leoforce
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +1.9 — the difference between the two totals before either is rounded. Shares are of 9.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +2 beside that +1.9.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Arya by Leoforce minus micro1.
| Category | Weight | Arya by Leoforce | micro1 | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 50 | -20 | -4.0 |
| Bias Audit Transparency | 18% | 40 | 20 | +20 | +3.6 |
| FRIA Support | 15% | 25 | 22 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 48 | 45 | +3 | +0.4 |
| Human Oversight Design | 12% | 54 | 48 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 30 | 25 | +5 | +0.6 |
| Customer Documentation | 8% | 46 | 45 | +1 | +0.1 |
| Total | 100% | 38 (F) | 36 (F) | +2 | +1.9 |
§ 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 | micro1 | ||||
|---|---|---|---|---|---|---|---|
| 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 domainSources on a separate domain |
| Bias Audit Transparency | 18% | 4 | 0 | Audit reportSources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domainSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 2 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 6 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domain | 7 | 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 | 2 | 2 | Sources on the vendor's own 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 | 25 | 8 | 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; micro1 has 33 evidence rows across 7 of 7 criteria — 25 with a source URL, 8 documented absences; some documentation or audit rows for micro1 sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 64 evidence rows on file for these two vendors: 31 for Arya by Leoforce, across 2 distinct source domains, and 33 for micro1, across 3 distinct source domains.
- Rubric
- v1.0
- Arya by Leoforce last reviewed
- September 25, 2026 · HireAIScore editorial team
- micro1 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