Side-by-side · Rubric v1.0
Retorio vs UKG
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
Retorio
Video-based AI that analyses words, voice, and facial expression/body language to infer Big Five (OCEAN) personality and behavioural traits.
44
FSubstantial gaps
Vendor profile
UKG
UKG is an enterprise HCM and workforce-management suite whose UKG Pro Recruiting applicant-tracking module, augmented by the embedded Bryte AI layer, drafts job descriptions and produces profile-match candidate scores to rank and shortlist applicants.
44
FSubstantial gaps
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Retorio minus UKG.
| Category | Weight | Retorio | UKG | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 50 | 48 | +2 |
| Bias Audit Transparency | 18% | 40 | 30 | +10 |
| FRIA Support | 15% | 30 | 35 | -5 |
| Data Governance Disclosure | 15% | 52 | 56 | -4 |
| Human Oversight Design | 12% | 52 | 52 | — |
| Post-Market Monitoring | 12% | 33 | 38 | -5 |
| Customer Documentation | 8% | 50 | 55 | -5 |
| Total | 100% | 44 (F) | 44 (F) | — |
§ Evidence summary
Evidence count
Retorio
22 rows across 7 categories
- documentation
- 11
- absence
- 6
- public statement
- 2
- audit report
- 2
- integration
- 1
Evidence count
UKG
14 rows across 7 categories
- documentation
- 5
- absence
- 8
- audit report
- 1