§ The result
Juicebox (PeopleGPT) leads TestGorilla by 10 points.
Juicebox (PeopleGPT) sits 10 points above TestGorilla under rubric v1.0 — 57 against 47 — with Juicebox (PeopleGPT) filed under Sourcing and TestGorilla under Assessment. Juicebox (PeopleGPT) leads 4 of the 7 criteria, including Bias Audit Transparency, while TestGorilla leads 1, including Human Oversight Design, and 2 are level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Juicebox (PeopleGPT) 84, TestGorilla 38 — and at an 18% weight it carries 74% of the weighted advantage Juicebox (PeopleGPT) holds across the 4 criteria on that side of the table.
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.
Vendor profile
TestGorilla
TestGorilla is a pre-employment skills-assessment platform offering a large test library plus AI features for resume scoring, candidate sourcing, and one-way/conversational AI video interviews to support skills-based hiring.
§ The record
Juicebox (PeopleGPT) is filed under Candidate sourcing AI, TestGorilla under Assessment AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, Colorado AI Act, NYC LL 144 and Illinois HB 3773. Only TestGorilla is in scope of Mobley v. Workday.
| Record | Juicebox (PeopleGPT) | TestGorilla |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | NL |
| Founded | 2022 | 2019 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 67% of the movement so far
Bias Audit Transparency
Juicebox (PeopleGPT) 84 · TestGorilla 38
8.3 weighted points to Juicebox (PeopleGPT)
12% weight · 83% of the movement so far
Post-Market Monitoring
Juicebox (PeopleGPT) 55 · TestGorilla 38
2.0 weighted points to Juicebox (PeopleGPT)
12% weight · 93% of the movement so far
Human Oversight Design
Juicebox (PeopleGPT) 50 · TestGorilla 60
1.2 weighted points to TestGorilla
15% weight · 99% of the movement so far
FRIA Support
Juicebox (PeopleGPT) 35 · TestGorilla 30
0.8 weighted points to Juicebox (PeopleGPT)
8% weight · 100% of the movement so far
Customer Documentation
Juicebox (PeopleGPT) 60 · TestGorilla 58
0.2 weighted points to Juicebox (PeopleGPT)
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to +10.0 — the difference between the two totals before either is rounded. Shares are of 12.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +10 beside that +10.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Juicebox (PeopleGPT) minus TestGorilla.
| Category | Weight | Juicebox (PeopleGPT) | TestGorilla | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 52 | - | - |
| Bias Audit Transparency | 18% | 84 | 38 | +46 | +8.3 |
| FRIA Support | 15% | 35 | 30 | +5 | +0.8 |
| Data Governance Disclosure | 15% | 56 | 56 | - | - |
| Human Oversight Design | 12% | 50 | 60 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 55 | 38 | +17 | +2.0 |
| Customer Documentation | 8% | 60 | 58 | +2 | +0.2 |
| Total | 100% | 57 (F) | 47 (F) | +10 | +10.0 |
§ 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 | Juicebox (PeopleGPT) | TestGorilla | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| FRIA Support | 15% | 1 | 1 | Sources on a separate domain | 1 | 1 | — |
| Data Governance Disclosure | 15% | 2 | 0 | Sources on the vendor's own domain | 3 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | Sources on a separate domain | 2 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 0 | Audit reportSources on a separate domain | 2 | 1 | Sources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 12 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 14 | 5 | Sources on the vendor's own domainSources on a separate domain |
Juicebox (PeopleGPT) has 16 evidence rows across 7 of 7 criteria — 12 with a source URL, 4 documented absences; TestGorilla has 19 evidence rows across 7 of 7 criteria — 14 with a source URL, 5 documented absences; some documentation or audit rows for Juicebox (PeopleGPT) and TestGorilla sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 35 evidence rows on file for these two vendors: 16 for Juicebox (PeopleGPT), across 4 distinct source domains, and 19 for TestGorilla, across 2 distinct source domains.
- Rubric
- v1.0
- Juicebox (PeopleGPT) last reviewed
- June 7, 2026 · HireAIScore editorial team
- TestGorilla 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