§ The result
Sapia.ai leads Prevue HR on all 7 criteria.
Both filed under Assessment, Sapia.ai and Prevue HR come out 56 and 44 under rubric v1.0, 12 points in favour of Sapia.ai. Of the 7 criteria Prevue HR wins none, and the narrowest lead Sapia.ai holds is on Customer Documentation, Prevue HR 58 to Sapia.ai 62. One criterion, Article 11 Technical Documentation, is both the widest raw gap (Prevue HR 45, Sapia.ai 70) and the heaviest weighted swing, and at 20% weight it makes up 41% of the weighted advantage Sapia.ai holds across the 7 criteria it leads.
Vendor profile
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).
Vendor profile
Sapia.ai
Structured, text-based chat interview that scores candidates on personality (HEXACO) and competency traits - with no video, audio, or demographic data used.
§ The record
Prevue HR and Sapia.ai are both filed under Assessment AI. They record no secondary category in common.
Both are in scope of NYC LL 144, EU AI Act, Colorado AI Act, Illinois HB 3773 and Mobley v. Workday.
| Record | Prevue HR | Sapia.ai |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | CA | AU |
| Founded | 1994 | 2013 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 41% of the movement so far
Article 11 Technical Documentation
Prevue HR 45 · Sapia.ai 70
5.0 weighted points to Sapia.ai
15% weight · 58% of the movement so far
Data Governance Disclosure
Prevue HR 48 · Sapia.ai 62
2.1 weighted points to Sapia.ai
18% weight · 70% of the movement so far
Bias Audit Transparency
Prevue HR 44 · Sapia.ai 52
1.4 weighted points to Sapia.ai
15% weight · 80% of the movement so far
FRIA Support
Prevue HR 27 · Sapia.ai 35
1.2 weighted points to Sapia.ai
12% weight · 90% of the movement so far
Post-Market Monitoring
Prevue HR 40 · Sapia.ai 50
1.2 weighted points to Sapia.ai
12% weight · 97% of the movement so far
Human Oversight Design
Prevue HR 54 · Sapia.ai 62
1.0 weighted points to Sapia.ai
8% weight · 100% of the movement so far
Customer Documentation
Prevue HR 58 · Sapia.ai 62
0.3 weighted points to Sapia.ai
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -12.2 — the difference between the two totals before either is rounded. Shares are of 12.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -12 beside that -12.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Prevue HR minus Sapia.ai.
| Category | Weight | Prevue HR | Sapia.ai | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 70 | -25 | -5.0 |
| Bias Audit Transparency | 18% | 44 | 52 | -8 | -1.4 |
| FRIA Support | 15% | 27 | 35 | -8 | -1.2 |
| Data Governance Disclosure | 15% | 48 | 62 | -14 | -2.1 |
| Human Oversight Design | 12% | 54 | 62 | -8 | -1.0 |
| Post-Market Monitoring | 12% | 40 | 50 | -10 | -1.2 |
| Customer Documentation | 8% | 58 | 62 | -4 | -0.3 |
| Total | 100% | 44 (F) | 56 (F) | -12 | -12.2 |
§ 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 | Sapia.ai | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 4 | 1 | Sources on the vendor's own domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 1 | — | 2 | 1 | Audit reportSources on the vendor's own domainSources 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 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 4 | 1 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 5 | 1 | Sources on the vendor's own domain | 2 | 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 | 4 | 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; Sapia.ai has 20 evidence rows across 7 of 7 criteria — 16 with a source URL, 4 documented absences; some documentation or audit rows for Prevue HR and Sapia.ai sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 54 evidence rows on file for these two vendors: 34 for Prevue HR, across 2 distinct source domains, and 20 for Sapia.ai, across 2 distinct source domains.
- Rubric
- v1.0
- Prevue HR last reviewed
- September 25, 2026 · HireAIScore editorial team
- Sapia.ai 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