Side-by-side · Rubric v1.0
Cangrade 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.
Export comparison (CSV)Pro→Vendor profile
Cangrade
Cangrade is a predictive pre-hire assessment and screening platform that scores candidates against customer-specific success models built from roughly 50 psychometric traits, with add-on modules for resume screening, structured and video interviews, interview scheduling, and reference checking.
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 Cangrade minus impress.ai.
| Category | Weight | Cangrade | impress.ai | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 35 | +17 |
| Bias Audit Transparency | 18% | 35 | 22 | +13 |
| FRIA Support | 15% | 30 | 25 | +5 |
| Data Governance Disclosure | 15% | 54 | 55 | -1 |
| Human Oversight Design | 12% | 56 | 52 | +4 |
| Post-Market Monitoring | 12% | 32 | 32 | — |
| Customer Documentation | 8% | 62 | 58 | +4 |
| Total | 100% | 45 (F) | 38 (F) | +7 |
§ Evidence summary
Evidence count
Cangrade
27 rows across 7 categories
- documentation
- 15
- absence
- 10
- public statement
- 2
Evidence count
impress.ai
25 rows across 7 categories
- documentation
- 17
- public statement
- 1
- absence
- 7