Side-by-side · Rubric v1.0
impress.ai 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.
Export comparison (CSV)Pro→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.
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.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is impress.ai minus UKG.
| Category | Weight | impress.ai | UKG | Δ |
|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 35 | 48 | -13 |
| Bias Audit Transparency | 18% | 22 | 30 | -8 |
| FRIA Support | 15% | 25 | 35 | -10 |
| Data Governance Disclosure | 15% | 55 | 56 | -1 |
| Human Oversight Design | 12% | 52 | 52 | — |
| Post-Market Monitoring | 12% | 32 | 38 | -6 |
| Customer Documentation | 8% | 58 | 55 | +3 |
| Total | 100% | 38 (F) | 44 (F) | -6 |
§ Evidence summary
Evidence count
impress.ai
25 rows across 7 categories
- documentation
- 17
- public statement
- 1
- absence
- 7
Evidence count
UKG
14 rows across 7 categories
- documentation
- 5
- absence
- 8
- audit report
- 1