§ The result
Ribbon takes the total, Zoho Recruit takes more of the criteria.
Ribbon holds a 1-point edge over Zoho Recruit under rubric v1.0, 43 to 42, across the Screening and ATS-integrated cohorts. Zoho Recruit leads more of the criteria, 4 against 3 for Ribbon, yet Ribbon takes Bias Audit Transparency, which carries 18% of the rubric, and the weighted sum with it. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Ribbon 38, Zoho Recruit 24 — and at an 18% weight it carries 71% of the weighted advantage Ribbon holds across the 3 criteria on that side of the table.
Vendor profile
Ribbon
Ribbon is an AI recruiter that runs voice and video screening interviews with applicants around the clock, scores each interview against default and custom rubrics, ranks candidates for recruiter review, and syncs the results to 60+ applicant tracking systems.
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
Ribbon is filed under Screening AI, Zoho Recruit under ATS-integrated AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.
| Record | Ribbon | Zoho Recruit |
|---|---|---|
| Price tier | Low | Low |
| Headquarters | CA | IN |
| Founded | 2020 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 46% of the movement so far
Bias Audit Transparency
Ribbon 38 · Zoho Recruit 24
2.5 weighted points to Ribbon
15% weight · 60% of the movement so far
Data Governance Disclosure
Ribbon 50 · Zoho Recruit 55
0.8 weighted points to Zoho Recruit
20% weight · 71% of the movement so far
Article 11 Technical Documentation
Ribbon 42 · Zoho Recruit 45
0.6 weighted points to Zoho Recruit
12% weight · 82% of the movement so far
Human Oversight Design
Ribbon 55 · Zoho Recruit 50
0.6 weighted points to Ribbon
15% weight · 90% of the movement so far
FRIA Support
Ribbon 33 · Zoho Recruit 30
0.4 weighted points to Ribbon
12% weight · 97% of the movement so far
Post-Market Monitoring
Ribbon 37 · Zoho Recruit 40
0.4 weighted points to Zoho Recruit
8% weight · 100% of the movement so far
Customer Documentation
Ribbon 58 · Zoho Recruit 60
0.2 weighted points to Zoho Recruit
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +1.7 — the difference between the two totals before either is rounded. Shares are of 5.4 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 Ribbon minus Zoho Recruit.
| Category | Weight | Ribbon | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 42 | 45 | -3 | -0.6 |
| Bias Audit Transparency | 18% | 38 | 24 | +14 | +2.5 |
| FRIA Support | 15% | 33 | 30 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 50 | 55 | -5 | -0.8 |
| Human Oversight Design | 12% | 55 | 50 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 37 | 40 | -3 | -0.4 |
| 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 | Ribbon | Zoho Recruit | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | 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% | 6 | 0 | Sources on the vendor's own domainSources on a separate 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% | 4 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 31 | 4 | Sources on the vendor's own domainSources on a separate domain | 10 | 7 | Audit reportSources on the vendor's own domain |
Ribbon 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 Ribbon 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 Ribbon, across 2 distinct source domains, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- Ribbon 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