§ The result
Spark Hire leads Zoho Recruit by 11 points.
Spark Hire sits 11 points above Zoho Recruit under rubric v1.0 — 53 against 42 — with Spark Hire filed under Video interview and Zoho Recruit under ATS-integrated. Spark Hire leads 5 of the 7 criteria, including Bias Audit Transparency, while Zoho Recruit leads 1, including Post-Market Monitoring, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Spark Hire 62, Zoho Recruit 24 — and at an 18% weight it carries 57% of the weighted advantage Spark Hire holds across the 5 criteria on that side of the table.
Vendor profile
Spark Hire
Spark Hire is a hiring platform combining one-way (async) and live video interviewing with an applicant tracking system (via its Comeet acquisition), and adds AI features that score and rank candidates' resumes and one-way video responses to help recruiters prioritize submissions.
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
Spark Hire is filed under Video interview 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, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | Spark Hire | Zoho Recruit |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | IN |
| Founded | 2012 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 56% of the movement so far
Bias Audit Transparency
Spark Hire 62 · Zoho Recruit 24
6.8 weighted points to Spark Hire
20% weight · 77% of the movement so far
Article 11 Technical Documentation
Spark Hire 58 · Zoho Recruit 45
2.6 weighted points to Spark Hire
12% weight · 89% of the movement so far
Human Oversight Design
Spark Hire 62 · Zoho Recruit 50
1.4 weighted points to Spark Hire
15% weight · 95% of the movement so far
Data Governance Disclosure
Spark Hire 60 · Zoho Recruit 55
0.8 weighted points to Spark Hire
8% weight · 98% of the movement so far
Customer Documentation
Spark Hire 64 · Zoho Recruit 60
0.3 weighted points to Spark Hire
12% weight · 100% of the movement so far
Post-Market Monitoring
Spark Hire 38 · Zoho Recruit 40
0.2 weighted points to Zoho Recruit
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +11.7 — the difference between the two totals before either is rounded. Shares are of 12.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +11 beside that +11.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Spark Hire minus Zoho Recruit.
| Category | Weight | Spark Hire | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 45 | +13 | +2.6 |
| Bias Audit Transparency | 18% | 62 | 24 | +38 | +6.8 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 60 | 55 | +5 | +0.8 |
| Human Oversight Design | 12% | 62 | 50 | +12 | +1.4 |
| Post-Market Monitoring | 12% | 38 | 40 | -2 | -0.2 |
| Customer Documentation | 8% | 64 | 60 | +4 | +0.3 |
| Total | 100% | 53 (F) | 42 (F) | +11 | +11.7 |
§ 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 | Spark Hire | Zoho Recruit | ||||
|---|---|---|---|---|---|---|---|
| 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 the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on a separate domain | 1 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 3 | 0 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 16 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 10 | 7 | Audit reportSources on the vendor's own domain |
Spark Hire has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 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 Spark Hire sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 37 evidence rows on file for these two vendors: 20 for Spark Hire, across 2 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- Spark Hire last reviewed
- June 7, 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