Side-by-side · Rubric v1.0
Cangrade 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.
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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
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 Cangrade minus Willo.
| Category | Weight | Cangrade | Willo | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 38 | +14 |
| Bias Audit Transparency | 18% | 35 | 30 | +5 |
| FRIA Support | 15% | 30 | 25 | +5 |
| Data Governance Disclosure | 15% | 54 | 53 | +1 |
| Human Oversight Design | 12% | 56 | 62 | -6 |
| Post-Market Monitoring | 12% | 32 | 36 | -4 |
| Customer Documentation | 8% | 62 | 54 | +8 |
| Total | 100% | 45 (F) | 41 (F) | +4 |
§ Evidence summary
Evidence count
Cangrade
27 rows across 7 categories
- documentation
- 15
- absence
- 10
- public statement
- 2
Evidence count
Willo
14 rows across 7 categories
- documentation
- 8
- absence
- 5
- public statement
- 1