§ The result
4 points separate Zoho Recruit and impress.ai.
Zoho Recruit (ATS-integrated) edges impress.ai (Screening) by 4 points under rubric v1.0, 42 to 38. Zoho Recruit leads 5 of the 7 criteria, including Article 11 Technical Documentation, while impress.ai leads 1, including Human Oversight Design, and 1 is level. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — impress.ai 35, Zoho Recruit 45 — and at a 20% weight it carries 47% of the weighted advantage Zoho Recruit holds across the 5 criteria on that side of the table.
Vendor profile
impress.ai
impress.ai is a Singapore-headquartered recruitment automation platform that uses conversational AI assistants, resume parsing and scoring, and structured competency-based screening to filter, rank and shortlist job candidates, integrating with enterprise ATS 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
impress.ai 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 | impress.ai | Zoho Recruit |
|---|---|---|
| Price tier | High | Low |
| Headquarters | SG | IN |
| Founded | 2017 | 1996 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 45% of the movement so far
Article 11 Technical Documentation
impress.ai 35 · Zoho Recruit 45
2.0 weighted points to Zoho Recruit
12% weight · 66% of the movement so far
Post-Market Monitoring
impress.ai 32 · Zoho Recruit 40
1.0 weighted points to Zoho Recruit
15% weight · 83% of the movement so far
FRIA Support
impress.ai 25 · Zoho Recruit 30
0.8 weighted points to Zoho Recruit
18% weight · 91% of the movement so far
Bias Audit Transparency
impress.ai 22 · Zoho Recruit 24
0.4 weighted points to Zoho Recruit
12% weight · 96% of the movement so far
Human Oversight Design
impress.ai 52 · Zoho Recruit 50
0.2 weighted points to impress.ai
8% weight · 100% of the movement so far
Customer Documentation
impress.ai 58 · Zoho Recruit 60
0.2 weighted points to Zoho Recruit
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -4.0 — the difference between the two totals before either is rounded. Shares are of 4.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -4 beside that -4.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus Zoho Recruit.
| Category | Weight | impress.ai | Zoho Recruit | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 45 | -10 | -2.0 |
| Bias Audit Transparency | 18% | 22 | 24 | -2 | -0.4 |
| FRIA Support | 15% | 25 | 30 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 55 | 55 | - | - |
| Human Oversight Design | 12% | 52 | 50 | +2 | +0.2 |
| Post-Market Monitoring | 12% | 32 | 40 | -8 | -1.0 |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 38 (F) | 42 (F) | -4 | -4.0 |
§ 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 | impress.ai | 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 | Sources 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% | 2 | 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% | 3 | 1 | Sources on the vendor's own 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% | 18 | 7 | Sources on the vendor's own domain | 10 | 7 | Audit reportSources on the vendor's own domain |
impress.ai has 25 evidence rows across 7 of 7 criteria — 18 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 42 evidence rows on file for these two vendors: 25 for impress.ai, across 1 distinct source domain, and 17 for Zoho Recruit, across 1 distinct source domain.
- Rubric
- v1.0
- impress.ai 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