Side-by-side · Rubric v1.0
Prevue HR vs Retorio
Prevue HR
Prevue HR's psychometric platform tests candidates' aptitude, personality and motivations and compares the results with a custom role benchmark to produce a percentage Job Suitability score and Job-Fit report, alongside an optional applicant tracking system (APS Pro).
Substantial gaps
Assessment
Retorio
Video-based AI that analyses words, voice, and facial expression/body language to infer Big Five (OCEAN) personality and behavioural traits.
Substantial gaps
Assessment
The result
Prevue HR and Retorio tie at 44.
Prevue HR and Retorio, both in the Assessment cohort, tie at 44 under rubric v1.0 by different routes through the criteria. Prevue HR leads 4 of the 7 criteria and Retorio 3, yet the two totals land on the same number. Retorio takes the heaviest weighted swing, Article 11 Technical Documentation at 20% (Prevue HR 45, Retorio 50), which is 49% of the weighted advantage Retorio holds; the widest raw gap is a different criterion, Customer Documentation, Prevue HR 58 to Retorio 50.
Criteria won
7 criteria
- Prevue HR4
- Retorio3
- Widest raw gap
- Customer Documentation58 vs 50
- Heaviest weighted swing
- Article 11 Technical Documentation20% weight
Keep this comparison
Both scores and all 7 criteria, side by side, in your inbox.
The record
Categories, scope and company facts.
Prevue HR and Retorio are both filed under Assessment AI. They record no secondary category in common.
Both are in scope of
| Record | Prevue HR | Retorio |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | CA | DE |
| Founded | 1994 | 2018 |
What decides it
The criteria that move the gap, heaviest swing first.
- 1
Article 11 Technical Documentation
20% weight22% of the movement so far
Prevue HR45Retorio501.0 weighted points to Retorio
- 2
Post-Market Monitoring
12% weight41% of the movement so far
Prevue HR40Retorio330.8 weighted points to Prevue HR
- 3
Bias Audit Transparency
18% weight57% of the movement so far
Prevue HR44Retorio400.7 weighted points to Prevue HR
- 4
Customer Documentation
8% weight71% of the movement so far
Prevue HR58Retorio500.6 weighted points to Prevue HR
- 5
Data Governance Disclosure
15% weight85% of the movement so far
Prevue HR48Retorio520.6 weighted points to Retorio
- 6
FRIA Support
15% weight95% of the movement so far
Prevue HR27Retorio300.4 weighted points to Retorio
- 7
Human Oversight Design
12% weight100% of the movement so far
Prevue HR54Retorio520.2 weighted points to Prevue HR
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +0.4 — the difference between the two totals before either is rounded. Shares are of 4.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads 0 beside that +0.4.
Category-by-category
Raw score per criterion, with weighted delta.
Δ is Prevue HR minus Retorio, coloured for whichever of the two it favours.
| Category | Weight | Prevue HR | Retorio | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 50 | -5 | -1.0 |
| Bias Audit Transparency | 18% | 44 | 40 | +4 | +0.7 |
| FRIA Support | 15% | 27 | 30 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 48 | 52 | -4 | -0.6 |
| Human Oversight Design | 12% | 54 | 52 | +2 | +0.2 |
| Post-Market Monitoring | 12% | 40 | 33 | +7 | +0.8 |
| Customer Documentation | 8% | 58 | 50 | +8 | +0.6 |
| Total | 100% | 44F | 44F | - | +0.4 |
Evidence
Cited sources and documented absences, criterion by criterion.
An absence is a finding, not a blank: the reviewer looked for a named artefact and recorded that it is not located. Where a source sits is a fact about hosting only.
| Criterion | Weight | Prevue HR | Retorio | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | — | 3 | 1 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 28 | 6 | Sources on the vendor's own domainSources on a separate domain | 16 | 6 | Audit reportSources on the vendor's own domainSources on a separate domain |
Prevue HR has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; Retorio has 22 evidence rows across 7 of 7 criteria — 16 with a source URL, 6 documented absences; some documentation or audit rows for Prevue HR and Retorio sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 56 evidence rows on file for these two vendors: 34 for Prevue HR, across 2 distinct source domains, and 22 for Retorio, across 4 distinct source domains.
- Rubric
- v1.0
- Prevue HR last reviewed
- September 25, 2026 · HireAIScore editorial team
- Retorio last reviewed
- June 7, 2026 · HireAIScore editorial team
HireAIScore scores are editorial research, not legal advice, and no vendor pays for placement, scoring or removal — see the methodology, conflicts policy and terms.
Where next
Scored against