§ The result
Juicebox (PeopleGPT) takes the total, SEEK takes more of the criteria.
Juicebox (PeopleGPT) (Sourcing) edges SEEK (Screening) by 3 points under rubric v1.0, 57 to 54. SEEK leads more of the criteria than Juicebox (PeopleGPT) — 4 to 3 — but Bias Audit Transparency, which Juicebox (PeopleGPT) leads, carries 18% of the rubric, and the weighted sum still falls to Juicebox (PeopleGPT). One criterion, Bias Audit Transparency, is both the widest raw gap (Juicebox (PeopleGPT) 84, SEEK 40) and the heaviest weighted swing, and at 18% weight it makes up 88% of the weighted advantage Juicebox (PeopleGPT) holds across the 3 criteria it leads.
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
SEEK
SEEK runs employment marketplaces in Australia, New Zealand and Southeast Asia (SEEK, Jobstreet and Jobsdb), and its seekAi employer tools label and rank applicants as 'high-fit' using a model trained on millions of past hirer shortlisting decisions, target job ads at predicted high-fit candidates, and run AI voice or text pre-screens, recommended shortlists and reference checks through a feature called Assist.
§ The record
Juicebox (PeopleGPT) is filed under Candidate sourcing AI, SEEK under Screening AI. They record no secondary category in common.
Both are in scope of EU AI Act, Colorado AI Act, NYC LL 144 and Illinois HB 3773.
| Record | Juicebox (PeopleGPT) | SEEK |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | AU |
| Founded | 2022 | 1997 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 53% of the movement so far
Bias Audit Transparency
Juicebox (PeopleGPT) 84 · SEEK 40
7.9 weighted points to Juicebox (PeopleGPT)
20% weight · 77% of the movement so far
Article 11 Technical Documentation
Juicebox (PeopleGPT) 52 · SEEK 70
3.6 weighted points to SEEK
12% weight · 87% of the movement so far
Human Oversight Design
Juicebox (PeopleGPT) 50 · SEEK 62
1.4 weighted points to SEEK
15% weight · 91% of the movement so far
Data Governance Disclosure
Juicebox (PeopleGPT) 56 · SEEK 60
0.6 weighted points to SEEK
12% weight · 95% of the movement so far
Post-Market Monitoring
Juicebox (PeopleGPT) 55 · SEEK 50
0.6 weighted points to Juicebox (PeopleGPT)
15% weight · 98% of the movement so far
FRIA Support
Juicebox (PeopleGPT) 35 · SEEK 32
0.4 weighted points to Juicebox (PeopleGPT)
8% weight · 100% of the movement so far
Customer Documentation
Juicebox (PeopleGPT) 60 · SEEK 64
0.3 weighted points to SEEK
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +3.0 — the difference between the two totals before either is rounded. Shares are of 14.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +3 beside that +3.0.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Juicebox (PeopleGPT) minus SEEK.
| Category | Weight | Juicebox (PeopleGPT) | SEEK | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 70 | -18 | -3.6 |
| Bias Audit Transparency | 18% | 84 | 40 | +44 | +7.9 |
| FRIA Support | 15% | 35 | 32 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 56 | 60 | -4 | -0.6 |
| Human Oversight Design | 12% | 50 | 62 | -12 | -1.4 |
| Post-Market Monitoring | 12% | 55 | 50 | +5 | +0.6 |
| Customer Documentation | 8% | 60 | 64 | -4 | -0.3 |
| Total | 100% | 57 (F) | 54 (F) | +3 | +3.0 |
§ 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) | SEEK | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on a separate domain | 4 | 1 | Audit reportSources 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 | Sources on the vendor's own domain |
| Data Governance Disclosure | 15% | 2 | 0 | Sources on the vendor's own domain | 4 | 1 | Audit reportSources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | Sources on a separate domain | 5 | 1 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 0 | Audit reportSources on a separate domain | 3 | 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 domainSources on a separate domain |
| All criteria | 100% | 12 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 23 | 7 | Audit reportSources 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; SEEK has 30 evidence rows across 7 of 7 criteria — 23 with a source URL, 7 documented absences; some documentation or audit rows for Juicebox (PeopleGPT) and SEEK sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 46 evidence rows on file for these two vendors: 16 for Juicebox (PeopleGPT), across 4 distinct source domains, and 30 for SEEK, across 3 distinct source domains.
- Rubric
- v1.0
- Juicebox (PeopleGPT) last reviewed
- June 7, 2026 · HireAIScore editorial team
- SEEK 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