§ The result
4 points separate Juicebox (PeopleGPT) and Criteria.
Juicebox (PeopleGPT) (Sourcing) edges Criteria (Assessment) by 4 points under rubric v1.0, 57 to 53. Criteria and Juicebox (PeopleGPT) each lead 3 of the 7 criteria, with 1 level, though the side of the split Juicebox (PeopleGPT) holds (headed by Bias Audit Transparency) adds up to more weighted points. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Criteria 48, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 76% of the weighted advantage Juicebox (PeopleGPT) holds across the 3 criteria on that side of the table.
Vendor profile
Criteria
Criteria is a pre-employment assessment platform offering scientifically validated cognitive aptitude, personality, emotional-intelligence and skills tests, plus structured and AI-assisted interview tools, used to evaluate and rank job candidates.
Vendor profile
Juicebox (PeopleGPT)
Juicebox (PeopleGPT) is an AI talent-sourcing search engine that lets recruiters find, rank, and reach candidates across 800M+ public profiles using natural-language queries instead of Boolean search, with an "Autopilot" agent that scores and ranks profiles against job criteria.
§ The record
Criteria is filed under Assessment AI, Juicebox (PeopleGPT) under Candidate sourcing AI. They also share 1 secondary category: Screening.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act and Colorado AI Act. Only Criteria is in scope of Mobley v. Workday.
| Record | Criteria | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2006 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 49% of the movement so far
Bias Audit Transparency
Criteria 48 · Juicebox (PeopleGPT) 84
6.5 weighted points to Juicebox (PeopleGPT)
20% weight · 73% of the movement so far
Article 11 Technical Documentation
Criteria 68 · Juicebox (PeopleGPT) 52
3.2 weighted points to Criteria
12% weight · 84% of the movement so far
Post-Market Monitoring
Criteria 42 · Juicebox (PeopleGPT) 55
1.6 weighted points to Juicebox (PeopleGPT)
15% weight · 91% of the movement so far
Data Governance Disclosure
Criteria 62 · Juicebox (PeopleGPT) 56
0.9 weighted points to Criteria
12% weight · 97% of the movement so far
Human Oversight Design
Criteria 56 · Juicebox (PeopleGPT) 50
0.7 weighted points to Criteria
15% weight · 100% of the movement so far
FRIA Support
Criteria 32 · Juicebox (PeopleGPT) 35
0.4 weighted points to Juicebox (PeopleGPT)
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -3.7 — the difference between the two totals before either is rounded. Shares are of 13.3 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -4 beside that -3.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Criteria minus Juicebox (PeopleGPT).
| Category | Weight | Criteria | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 68 | 52 | +16 | +3.2 |
| Bias Audit Transparency | 18% | 48 | 84 | -36 | -6.5 |
| FRIA Support | 15% | 32 | 35 | -3 | -0.4 |
| Data Governance Disclosure | 15% | 62 | 56 | +6 | +0.9 |
| Human Oversight Design | 12% | 56 | 50 | +6 | +0.7 |
| Post-Market Monitoring | 12% | 42 | 55 | -13 | -1.6 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 53 (F) | 57 (F) | -4 | -3.7 |
§ 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 | Criteria | Juicebox (PeopleGPT) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 1 | 1 | — | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 3 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 3 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 14 | 4 | Sources on the vendor's own domain | 12 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Criteria has 18 evidence rows across 7 of 7 criteria — 14 with a source URL, 4 documented absences; Juicebox (PeopleGPT) has 16 evidence rows across 7 of 7 criteria — 12 with a source URL, 4 documented absences; some documentation or audit rows for Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 34 evidence rows on file for these two vendors: 18 for Criteria, across 1 distinct source domain, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- Criteria last reviewed
- June 7, 2026 · HireAIScore editorial team
- Juicebox (PeopleGPT) 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