Side-by-side · Rubric v1.0
CodeSignal vs Willo
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.
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
Willo
Willo is a browser-based asynchronous (one-way) video interview platform that lets employers collect recorded video, audio, multiple-choice and written candidate responses, then uses AI to transcribe, summarize, rank candidates against employer-defined "Blueprint" criteria, and flag scripted or AI-generated answers.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is CodeSignal minus Willo.
| Category | Weight | CodeSignal | Willo | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 38 | — |
| Bias Audit Transparency | 18% | 45 | 30 | +15 |
| FRIA Support | 15% | 25 | 25 | — |
| Data Governance Disclosure | 15% | 50 | 53 | -3 |
| Human Oversight Design | 12% | 55 | 62 | -7 |
| Post-Market Monitoring | 12% | 38 | 36 | +2 |
| Customer Documentation | 8% | 62 | 54 | +8 |
| Total | 100% | 43 (F) | 41 (F) | +2 |
§ Evidence summary
Evidence count
CodeSignal
20 rows across 7 categories
- documentation
- 13
- absence
- 5
- public statement
- 2
Evidence count
Willo
14 rows across 7 categories
- documentation
- 8
- absence
- 5
- public statement
- 1