§ The result
Eightfold AI leads Prevue HR on all 7 criteria.
Eightfold AI finishes 20 points clear of Prevue HR under rubric v1.0 — 64 (D) against 44 (F) — across the Sourcing and Assessment cohorts. Eightfold AI leads every one of the 7 criteria, Prevue HR none of them, and the closest of the 7 is Customer Documentation, Eightfold AI 60 to Prevue HR 58. The advantage Eightfold AI holds is spread out: Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing (Eightfold AI 85, Prevue HR 44, 18% weight), yet it supplies only 37% of the weighted points Eightfold AI gains across the 7 criteria it leads.
Vendor profile
Eightfold AI
Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
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).
§ The record
Eightfold AI is filed under Candidate sourcing AI, Prevue HR under Assessment AI. They also share 1 secondary category: ATS-integrated.
Both are in scope of EU AI Act, Colorado AI Act and NYC LL 144. Only Prevue HR is in scope of Illinois HB 3773 and Mobley v. Workday.
| Record | Eightfold AI | Prevue HR |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | CA |
| Founded | 2016 | 1994 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 37% of the movement so far
Bias Audit Transparency
Eightfold AI 85 · Prevue HR 44
7.4 weighted points to Eightfold AI
20% weight · 67% of the movement so far
Article 11 Technical Documentation
Eightfold AI 75 · Prevue HR 45
6.0 weighted points to Eightfold AI
15% weight · 81% of the movement so far
FRIA Support
Eightfold AI 45 · Prevue HR 27
2.7 weighted points to Eightfold AI
15% weight · 90% of the movement so far
Data Governance Disclosure
Eightfold AI 60 · Prevue HR 48
1.8 weighted points to Eightfold AI
12% weight · 96% of the movement so far
Post-Market Monitoring
Eightfold AI 50 · Prevue HR 40
1.2 weighted points to Eightfold AI
12% weight · 99% of the movement so far
Human Oversight Design
Eightfold AI 60 · Prevue HR 54
0.7 weighted points to Eightfold AI
8% weight · 100% of the movement so far
Customer Documentation
Eightfold AI 60 · Prevue HR 58
0.2 weighted points to Eightfold AI
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +20.0 — the difference between the two totals before either is rounded. Shares are of 20.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +20 beside that +20.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Eightfold AI minus Prevue HR.
| Category | Weight | Eightfold AI | Prevue HR | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 75 | 45 | +30 | +6.0 |
| Bias Audit Transparency | 18% | 85 | 44 | +41 | +7.4 |
| FRIA Support | 15% | 45 | 27 | +18 | +2.7 |
| Data Governance Disclosure | 15% | 60 | 48 | +12 | +1.8 |
| Human Oversight Design | 12% | 60 | 54 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 50 | 40 | +10 | +1.2 |
| Customer Documentation | 8% | 60 | 58 | +2 | +0.2 |
| Total | 100% | 64 (D) | 44 (F) | +20 | +20.0 |
§ 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 | Eightfold AI | Prevue HR | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Sources on the vendor's own domain | 4 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 1 | — |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Data Governance Disclosure | 15% | 1 | 0 | — | 4 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 0 | — | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 1 | 1 | — | 4 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 0 | Sources on the vendor's own domain | 5 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 13 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 28 | 6 | Sources on the vendor's own domainSources on a separate domain |
Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 with a source URL, 2 documented absences; Prevue HR has 34 evidence rows across 7 of 7 criteria — 28 with a source URL, 6 documented absences; some documentation or audit rows for Eightfold AI and Prevue HR sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 49 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 34 for Prevue HR, across 2 distinct source domains.
- Rubric
- v1.0
- Eightfold AI last reviewed
- May 21, 2026 · HireAIScore editorial team
- Prevue HR last reviewed
- September 25, 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