§ The result
1 point separates HighMatch and Zoho Recruit.
HighMatch holds a 1-point edge over Zoho Recruit under rubric v1.0, 43 to 42, across the Assessment and ATS-integrated cohorts. The criteria split evenly, 2 each to HighMatch and Zoho Recruit, with 3 level, and the weighted points on the side HighMatch holds, headed by Human Oversight Design, settle the total. Human Oversight Design is both the widest raw gap and the heaviest weighted swing — HighMatch 60, Zoho Recruit 50 — and at a 12% weight it carries 53% of the weighted advantage HighMatch holds across the 2 criteria on that side of the table.
Vendor profile
HighMatch
HighMatch sells pre-employment assessments built by I-O psychologists (personality, cognitive, skills, situational judgment, culture fit and minimum-qualification screens), including the Berke Assessment for small businesses, that score candidates against weighted, role-specific hiring profiles and return job-fit scores, trait reports and tailored interview guides.
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
HighMatch 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, Illinois HB 3773, EU AI Act, Colorado AI Act and Mobley v. Workday.
| Record | HighMatch | Zoho Recruit |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | IN |
| Founded | 2005 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
12% weight · 42% of the movement so far
Human Oversight Design
HighMatch 60 · Zoho Recruit 50
1.2 weighted points to HighMatch
18% weight · 79% of the movement so far
Bias Audit Transparency
HighMatch 30 · Zoho Recruit 24
1.1 weighted points to HighMatch
15% weight · 94% of the movement so far
Data Governance Disclosure
HighMatch 52 · Zoho Recruit 55
0.4 weighted points to Zoho Recruit
8% weight · 100% of the movement so far
Customer Documentation
HighMatch 58 · Zoho Recruit 60
0.2 weighted points to Zoho Recruit
Weighted delta is the raw difference times the criterion weight, so the 4 figures above sum to +1.7 — the difference between the two totals before either is rounded. Shares are of 2.9 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 +1.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is HighMatch minus Zoho Recruit.
| Category | Weight | HighMatch | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 45 | - | - |
| Bias Audit Transparency | 18% | 30 | 24 | +6 | +1.1 |
| FRIA Support | 15% | 30 | 30 | - | - |
| Data Governance Disclosure | 15% | 52 | 55 | -3 | -0.4 |
| Human Oversight Design | 12% | 60 | 50 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 40 | 40 | - | - |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 43 (F) | 42 (F) | +1 | +1.7 |
§ 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 | HighMatch | Zoho Recruit | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 6 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 4 | 1 | Sources on the vendor's own domain | 1 | 1 | — |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 5 | 0 | Audit reportSources on the vendor's own domain | 2 | 1 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate 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% | 31 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 10 | 7 | Audit reportSources on the vendor's own domain |
HighMatch has 35 evidence rows across 7 of 7 criteria — 31 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 HighMatch 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 HighMatch, across 2 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- HighMatch 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