Side-by-side · Rubric v1.0
impress.ai vs Zoho Recruit
Side-by-side scores and evidence under the HireAIScore rubric v1.0. Click a vendor name to jump to the full profile and the cited evidence behind each score.
Export comparison (CSV)Pro→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.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus Zoho Recruit.
| Category | Weight | impress.ai | Zoho Recruit | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 45 | -10 |
| Bias Audit Transparency | 18% | 22 | 24 | -2 |
| FRIA Support | 15% | 25 | 30 | -5 |
| Data Governance Disclosure | 15% | 55 | 55 | — |
| Human Oversight Design | 12% | 52 | 50 | +2 |
| Post-Market Monitoring | 12% | 32 | 40 | -8 |
| Customer Documentation | 8% | 58 | 60 | -2 |
| Total | 100% | 38 (F) | 42 (F) | -4 |
§ Evidence summary
Evidence count
impress.ai
25 rows across 7 categories
- documentation
- 17
- public statement
- 1
- absence
- 7
Evidence count
Zoho Recruit
17 rows across 7 categories
- documentation
- 8
- absence
- 7
- public statement
- 1
- audit report
- 1