Side-by-side · Rubric v1.0
CodeSignal 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
CodeSignal
CodeSignal is a technical skills assessment and interview platform for developer hiring that adds AI features including an AI Interviewer, AI-assisted/agentic coding assessments, and AI-plus-human proctoring.
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 CodeSignal minus impress.ai.
| Category | Weight | CodeSignal | impress.ai | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 35 | +3 |
| Bias Audit Transparency | 18% | 45 | 22 | +23 |
| FRIA Support | 15% | 25 | 25 | — |
| Data Governance Disclosure | 15% | 50 | 55 | -5 |
| Human Oversight Design | 12% | 55 | 52 | +3 |
| Post-Market Monitoring | 12% | 38 | 32 | +6 |
| Customer Documentation | 8% | 62 | 58 | +4 |
| Total | 100% | 43 (F) | 38 (F) | +5 |
§ Evidence summary
Evidence count
CodeSignal
20 rows across 7 categories
- documentation
- 13
- absence
- 5
- public statement
- 2
Evidence count
impress.ai
25 rows across 7 categories
- documentation
- 17
- public statement
- 1
- absence
- 7