Side-by-side · Rubric v1.0
Ceipal vs impress.ai
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.
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Ceipal
AI-powered applicant tracking and workforce-management platform for staffing firms that sources, matches, and ranks candidates on a 1-to-100 scale against job requirements.
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.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Ceipal minus impress.ai.
| Category | Weight | Ceipal | impress.ai | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 30 | 35 | -5 |
| Bias Audit Transparency | 18% | 20 | 22 | -2 |
| FRIA Support | 15% | 25 | 25 | — |
| Data Governance Disclosure | 15% | 46 | 55 | -9 |
| Human Oversight Design | 12% | 46 | 52 | -6 |
| Post-Market Monitoring | 12% | 38 | 32 | +6 |
| Customer Documentation | 8% | 53 | 58 | -5 |
| Total | 100% | 35 (F) | 38 (F) | -3 |
§ Evidence summary
Evidence count
Ceipal
20 rows across 7 categories
- absence
- 7
- documentation
- 9
- public statement
- 4
Evidence count
impress.ai
25 rows across 7 categories
- documentation
- 17
- public statement
- 1
- absence
- 7