Side-by-side · Rubric v1.0
CodeSignal vs Toggl Hire
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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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
Toggl Hire
Toggl Hire is a skills-first hiring platform (now being retired) that screens candidates with auto-graded skills tests, async video interviews and homework assignments, bundled with a lightweight ATS.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is CodeSignal minus Toggl Hire.
| Category | Weight | CodeSignal | Toggl Hire | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 38 | 30 | +8 |
| Bias Audit Transparency | 18% | 45 | 20 | +25 |
| FRIA Support | 15% | 25 | 30 | -5 |
| Data Governance Disclosure | 15% | 50 | 55 | -5 |
| Human Oversight Design | 12% | 55 | 52 | +3 |
| Post-Market Monitoring | 12% | 38 | 35 | +3 |
| Customer Documentation | 8% | 62 | 50 | +12 |
| Total | 100% | 43 (F) | 37 (F) | +6 |
§ Evidence summary
Evidence count
CodeSignal
20 rows across 7 categories
- documentation
- 13
- absence
- 5
- public statement
- 2
Evidence count
Toggl Hire
14 rows across 7 categories
- absence
- 4
- documentation
- 9
- public statement
- 1