§ The result
Juicebox (PeopleGPT) leads TestDome by 20 points.
Under rubric v1.0, Juicebox (PeopleGPT) (Sourcing) opens a 20-point lead on TestDome (Assessment), 57 to 37. The 7 criteria split 5 to 1 in favour of Juicebox (PeopleGPT), with 1 level: Juicebox (PeopleGPT) is ahead on Bias Audit Transparency and TestDome on Human Oversight Design. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Juicebox (PeopleGPT) 84, TestDome 15 — and at an 18% weight it carries 63% of the weighted advantage Juicebox (PeopleGPT) holds across the 5 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
TestDome
TestDome sells pay-per-candidate online skills tests for coding, Excel and more than 100 other skills. The tests are scored automatically, and open-ended answers can be scored by AI. AI analysis of webcam and screen proctoring recordings flags possible cheating, and a live code-interview tool is included.
§ The record
Juicebox (PeopleGPT) is filed under Candidate sourcing AI, TestDome 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 TestDome is in scope of Mobley v. Workday.
| Record | Juicebox (PeopleGPT) | TestDome |
|---|---|---|
| Price tier | Mid | Low |
| Headquarters | US | HR |
| Founded | 2022 | 2013 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 62% of the movement so far
Bias Audit Transparency
Juicebox (PeopleGPT) 84 · TestDome 15
12.4 weighted points to Juicebox (PeopleGPT)
12% weight · 77% of the movement so far
Post-Market Monitoring
Juicebox (PeopleGPT) 55 · TestDome 30
3.0 weighted points to Juicebox (PeopleGPT)
20% weight · 89% of the movement so far
Article 11 Technical Documentation
Juicebox (PeopleGPT) 52 · TestDome 40
2.4 weighted points to Juicebox (PeopleGPT)
15% weight · 94% of the movement so far
FRIA Support
Juicebox (PeopleGPT) 35 · TestDome 28
1.1 weighted points to Juicebox (PeopleGPT)
15% weight · 99% of the movement so far
Data Governance Disclosure
Juicebox (PeopleGPT) 56 · TestDome 50
0.9 weighted points to Juicebox (PeopleGPT)
12% weight · 100% of the movement so far
Human Oversight Design
Juicebox (PeopleGPT) 50 · TestDome 52
0.2 weighted points to TestDome
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +19.5 — 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 +19.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Juicebox (PeopleGPT) minus TestDome.
| Category | Weight | Juicebox (PeopleGPT) | TestDome | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 40 | +12 | +2.4 |
| Bias Audit Transparency | 18% | 84 | 15 | +69 | +12.4 |
| FRIA Support | 15% | 35 | 28 | +7 | +1.1 |
| Data Governance Disclosure | 15% | 56 | 50 | +6 | +0.9 |
| Human Oversight Design | 12% | 50 | 52 | -2 | -0.2 |
| Post-Market Monitoring | 12% | 55 | 30 | +25 | +3.0 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 57 (F) | 37 (F) | +20 | +19.5 |
§ 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) | TestDome | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on a separate domain | 3 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on a separate domain | 3 | 1 | — |
| 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 | 5 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | Sources on a separate domain | 6 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 0 | Audit reportSources on a separate domain | 5 | 1 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 4 | 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 | 27 | 5 | Sources on the vendor's own domain |
Juicebox (PeopleGPT) has 16 evidence rows across 7 of 7 criteria — 12 with a source URL, 4 documented absences; TestDome has 31 evidence rows across 7 of 7 criteria — 27 with a source URL, 5 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 47 evidence rows on file for these two vendors: 16 for Juicebox (PeopleGPT), across 4 distinct source domains, and 31 for TestDome, across 1 distinct source domain.
- Rubric
- v1.0
- Juicebox (PeopleGPT) last reviewed
- June 7, 2026 · HireAIScore editorial team
- TestDome 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