§ The result
Alva Labs leads Zoho Recruit on all 7 criteria.
Alva Labs finishes 19 points clear of Zoho Recruit under rubric v1.0 — 61 (D) against 42 (F) — across the Assessment and ATS-integrated cohorts. Alva Labs leads every one of the 7 criteria, Zoho Recruit none of them, and the closest of the 7 is FRIA Support, Alva Labs 38 to Zoho Recruit 30. The widest raw gap and the heaviest weighted swing fall on different criteria: Bias Audit Transparency (Alva Labs 58, Zoho Recruit 24) and Article 11 Technical Documentation at 20% (Alva Labs 78, Zoho Recruit 45), the second being 34% of the weighted advantage Alva Labs holds across the 7 criteria on that side of the table.
Vendor profile
Alva Labs
Alva Labs sells a science-backed hiring platform whose core is a suite of proprietary psychometric assessments - an adaptive logic (general mental ability) test, a Five-Factor Model personality test, and coding tests - wrapped in candidate management, CV screening, and structured-interview tooling.
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
Alva Labs is filed under Assessment AI, Zoho Recruit under ATS-integrated AI. They also share 1 secondary category: Screening.
Both are in scope of NYC LL 144, EU AI Act, Colorado AI Act, Illinois HB 3773 and Mobley v. Workday.
| Record | Alva Labs | Zoho Recruit |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | SE | IN |
| Founded | 2017 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 34% of the movement so far
Article 11 Technical Documentation
Alva Labs 78 · Zoho Recruit 45
6.6 weighted points to Alva Labs
18% weight · 65% of the movement so far
Bias Audit Transparency
Alva Labs 58 · Zoho Recruit 24
6.1 weighted points to Alva Labs
15% weight · 75% of the movement so far
Data Governance Disclosure
Alva Labs 68 · Zoho Recruit 55
1.9 weighted points to Alva Labs
12% weight · 83% of the movement so far
Human Oversight Design
Alva Labs 63 · Zoho Recruit 50
1.6 weighted points to Alva Labs
12% weight · 91% of the movement so far
Post-Market Monitoring
Alva Labs 52 · Zoho Recruit 40
1.4 weighted points to Alva Labs
15% weight · 97% of the movement so far
FRIA Support
Alva Labs 38 · Zoho Recruit 30
1.2 weighted points to Alva Labs
8% weight · 100% of the movement so far
Customer Documentation
Alva Labs 68 · Zoho Recruit 60
0.6 weighted points to Alva Labs
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +19.5 — the difference between the two totals before either is rounded. Shares are of 19.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +19 beside that +19.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Alva Labs minus Zoho Recruit.
| Category | Weight | Alva Labs | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 78 | 45 | +33 | +6.6 |
| Bias Audit Transparency | 18% | 58 | 24 | +34 | +6.1 |
| FRIA Support | 15% | 38 | 30 | +8 | +1.2 |
| Data Governance Disclosure | 15% | 68 | 55 | +13 | +1.9 |
| Human Oversight Design | 12% | 63 | 50 | +13 | +1.6 |
| Post-Market Monitoring | 12% | 52 | 40 | +12 | +1.4 |
| Customer Documentation | 8% | 68 | 60 | +8 | +0.6 |
| Total | 100% | 61 (D) | 42 (F) | +19 | +19.5 |
§ 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 | Alva Labs | Zoho Recruit | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 5 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own 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% | 4 | 1 | 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% | 5 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 28 | 7 | Audit reportSources on the vendor's own domainSources on a separate domain | 10 | 7 | Audit reportSources on the vendor's own domain |
Alva Labs has 35 evidence rows across 7 of 7 criteria — 28 with a source URL, 7 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 Alva Labs sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 52 evidence rows on file for these two vendors: 35 for Alva Labs, across 2 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- Alva Labs last reviewed
- August 2, 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