§ The result
BrightHire leads Zoho Recruit on all 7 criteria.
BrightHire scores 51 and Zoho Recruit 42 under rubric v1.0, a 9-point gap across the Screening and ATS-integrated cohorts. BrightHire leads every one of the 7 criteria, Zoho Recruit none of them, and the closest of the 7 is Post-Market Monitoring, BrightHire 42 to Zoho Recruit 40. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — BrightHire 50, Zoho Recruit 24 — and at an 18% weight it carries 50% of the weighted advantage BrightHire holds across the 7 criteria on that side of the table.
Vendor profile
BrightHire
BrightHire is an interview intelligence platform that records, transcribes and analyzes hiring interviews into competency-structured notes and ATS scorecards, and additionally runs AI-led screening interviews (BrightHire Screen) that score and rank candidates against customer-defined rubrics.
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
BrightHire is filed under Screening AI, Zoho Recruit under ATS-integrated AI. They also share 1 secondary category: Assessment.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | BrightHire | Zoho Recruit |
|---|---|---|
| Price tier | High | Low |
| Headquarters | US | IN |
| Founded | 2019 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 50% of the movement so far
Bias Audit Transparency
BrightHire 50 · Zoho Recruit 24
4.7 weighted points to BrightHire
20% weight · 65% of the movement so far
Article 11 Technical Documentation
BrightHire 52 · Zoho Recruit 45
1.4 weighted points to BrightHire
12% weight · 78% of the movement so far
Human Oversight Design
BrightHire 60 · Zoho Recruit 50
1.2 weighted points to BrightHire
15% weight · 88% of the movement so far
FRIA Support
BrightHire 36 · Zoho Recruit 30
0.9 weighted points to BrightHire
15% weight · 96% of the movement so far
Data Governance Disclosure
BrightHire 60 · Zoho Recruit 55
0.8 weighted points to BrightHire
12% weight · 98% of the movement so far
Post-Market Monitoring
BrightHire 42 · Zoho Recruit 40
0.2 weighted points to BrightHire
8% weight · 100% of the movement so far
Customer Documentation
BrightHire 62 · Zoho Recruit 60
0.2 weighted points to BrightHire
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +9.3 — the difference between the two totals before either is rounded. Shares are of 9.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +9 beside that +9.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BrightHire minus Zoho Recruit.
| Category | Weight | BrightHire | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 45 | +7 | +1.4 |
| Bias Audit Transparency | 18% | 50 | 24 | +26 | +4.7 |
| FRIA Support | 15% | 36 | 30 | +6 | +0.9 |
| Data Governance Disclosure | 15% | 60 | 55 | +5 | +0.8 |
| Human Oversight Design | 12% | 60 | 50 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 42 | 40 | +2 | +0.2 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 51 (F) | 42 (F) | +9 | +9.3 |
§ 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 | BrightHire | 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% | 2 | 1 | Audit reportSources on the vendor's own 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% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 1 | 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 domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 16 | 7 | Audit reportSources on the vendor's own domain | 10 | 7 | Audit reportSources on the vendor's own domain |
BrightHire has 23 evidence rows across 7 of 7 criteria — 16 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.
Provenance
The scores above are documented by 40 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- BrightHire 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