§ The result
1 point separates Zoho Recruit and eSkill.
Zoho Recruit (ATS-integrated) edges eSkill (Assessment) by 1 point under rubric v1.0, 42 to 41. eSkill and Zoho Recruit each lead 3 of the 7 criteria, with 1 level, though the side of the split Zoho Recruit holds (headed by Data Governance Disclosure) adds up to more weighted points. One criterion, Data Governance Disclosure, is both the widest raw gap (eSkill 47, Zoho Recruit 55) and the heaviest weighted swing, and at 15% weight it makes up 60% of the weighted advantage Zoho Recruit holds across the 3 criteria it leads.
Vendor profile
eSkill
eSkill is a pre-employment testing platform with auto-scored skills, cognitive and behavioral tests and human-rated one-way video interviews, plus an optional Proctorio-powered AI proctoring add-on that gives each candidate a suspicion score and a Claude-based "Linea" layer that drafts assessments from job descriptions.
Vendor profile
Zoho Recruit
Zoho Recruit is a cloud-based applicant tracking and recruiting platform whose Zia AI assistant performs resume parsing, skills-based candidate-to-job matching, match scoring, sourcing, and AI-assisted screening and assessments.
§ The record
eSkill is filed under Assessment AI, Zoho Recruit under ATS-integrated AI. They record no secondary category in common.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act, Mobley v. Workday and Colorado AI Act.
| Record | eSkill | Zoho Recruit |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | IN |
| Founded | 2003 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
15% weight · 33% of the movement so far
Data Governance Disclosure
eSkill 47 · Zoho Recruit 55
1.2 weighted points to Zoho Recruit
12% weight · 56% of the movement so far
Human Oversight Design
eSkill 57 · Zoho Recruit 50
0.8 weighted points to eSkill
20% weight · 73% of the movement so far
Article 11 Technical Documentation
eSkill 48 · Zoho Recruit 45
0.6 weighted points to eSkill
12% weight · 86% of the movement so far
Post-Market Monitoring
eSkill 36 · Zoho Recruit 40
0.5 weighted points to Zoho Recruit
8% weight · 95% of the movement so far
Customer Documentation
eSkill 56 · Zoho Recruit 60
0.3 weighted points to Zoho Recruit
18% weight · 100% of the movement so far
Bias Audit Transparency
eSkill 25 · Zoho Recruit 24
0.2 weighted points to eSkill
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -0.4 — the difference between the two totals before either is rounded. Shares are of 3.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -1 beside that -0.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is eSkill minus Zoho Recruit.
| Category | Weight | eSkill | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 48 | 45 | +3 | +0.6 |
| Bias Audit Transparency | 18% | 25 | 24 | +1 | +0.2 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 47 | 55 | -8 | -1.2 |
| Human Oversight Design | 12% | 57 | 50 | +7 | +0.8 |
| Post-Market Monitoring | 12% | 36 | 40 | -4 | -0.5 |
| Customer Documentation | 8% | 56 | 60 | -4 | -0.3 |
| Total | 100% | 41 (F) | 42 (F) | -1 | -0.4 |
§ 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 | eSkill | Zoho Recruit | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on a separate domain | 1 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 5 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 24 | 6 | Sources on the vendor's own domainSources on a separate domain | 10 | 7 | Audit reportSources on the vendor's own domain |
eSkill has 30 evidence rows across 7 of 7 criteria — 24 with a source URL, 6 documented absences; Zoho Recruit has 17 evidence rows across 7 of 7 criteria — 10 with a source URL, 7 documented absences; some documentation or audit rows for eSkill sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 47 evidence rows on file for these two vendors: 30 for eSkill, across 2 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- eSkill last reviewed
- September 25, 2026 · HireAIScore editorial team
- Zoho Recruit 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