§ The result
Juicebox (PeopleGPT) leads SeekOut on all 7 criteria.
Juicebox (PeopleGPT) finishes 23 points clear of SeekOut inside the Sourcing cohort under rubric v1.0: 57 against 34. Juicebox (PeopleGPT) leads every one of the 7 criteria and 4 of them by 20 raw points or more, Bias Audit Transparency among them; SeekOut leads none. Bias Audit Transparency is the widest raw gap and the heaviest weighted swing at once (Juicebox (PeopleGPT) 84, SeekOut 40, 18% weight), but it accounts for only 36% of the weighted advantage Juicebox (PeopleGPT) holds across the 7 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
SeekOut
Sourcing platform aggregating public profile data into a searchable talent index, with AI-assisted candidate matching and outreach.
§ The record
Juicebox (PeopleGPT) and SeekOut are both filed under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, Colorado AI Act and NYC LL 144. Only Juicebox (PeopleGPT) is in scope of Illinois HB 3773.
| Record | Juicebox (PeopleGPT) | SeekOut |
|---|---|---|
| Price tier | Mid | Enterprise |
| Headquarters | US | US |
| Founded | 2022 | 2017 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 36% of the movement so far
Bias Audit Transparency
Juicebox (PeopleGPT) 84 · SeekOut 40
7.9 weighted points to Juicebox (PeopleGPT)
12% weight · 52% of the movement so far
Post-Market Monitoring
Juicebox (PeopleGPT) 55 · SeekOut 25
3.6 weighted points to Juicebox (PeopleGPT)
20% weight · 67% of the movement so far
Article 11 Technical Documentation
Juicebox (PeopleGPT) 52 · SeekOut 35
3.4 weighted points to Juicebox (PeopleGPT)
15% weight · 82% of the movement so far
Data Governance Disclosure
Juicebox (PeopleGPT) 56 · SeekOut 35
3.1 weighted points to Juicebox (PeopleGPT)
8% weight · 91% of the movement so far
Customer Documentation
Juicebox (PeopleGPT) 60 · SeekOut 35
2.0 weighted points to Juicebox (PeopleGPT)
15% weight · 97% of the movement so far
FRIA Support
Juicebox (PeopleGPT) 35 · SeekOut 25
1.5 weighted points to Juicebox (PeopleGPT)
12% weight · 100% of the movement so far
Human Oversight Design
Juicebox (PeopleGPT) 50 · SeekOut 45
0.6 weighted points to Juicebox (PeopleGPT)
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +22.2 — the difference between the two totals before either is rounded. Shares are of 22.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +23 beside that +22.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Juicebox (PeopleGPT) minus SeekOut.
| Category | Weight | Juicebox (PeopleGPT) | SeekOut | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 35 | +17 | +3.4 |
| Bias Audit Transparency | 18% | 84 | 40 | +44 | +7.9 |
| FRIA Support | 15% | 35 | 25 | +10 | +1.5 |
| Data Governance Disclosure | 15% | 56 | 35 | +21 | +3.1 |
| Human Oversight Design | 12% | 50 | 45 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 55 | 25 | +30 | +3.6 |
| Customer Documentation | 8% | 60 | 35 | +25 | +2.0 |
| Total | 100% | 57 (F) | 34 (F) | +23 | +22.2 |
§ 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) | SeekOut | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on a separate domain | 1 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on a separate domain | 1 | 1 | — |
| FRIA Support | 15% | 1 | 1 | Sources on a separate domain | 0 | 1 | — |
| Data Governance Disclosure | 15% | 2 | 0 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | Sources on a separate domain | 1 | 0 | Sources on the vendor's own domain |
| Post-Market Monitoring | 12% | 2 | 0 | Audit reportSources on a separate domain | 0 | 1 | — |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 1 | 0 | Sources on the vendor's own domain |
| All criteria | 100% | 12 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain | 5 | 4 | 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; SeekOut has 9 evidence rows across 7 of 7 criteria — 5 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 25 evidence rows on file for these two vendors: 16 for Juicebox (PeopleGPT), across 4 distinct source domains, and 9 for SeekOut, across 1 distinct source domain.
- Rubric
- v1.0
- Juicebox (PeopleGPT) last reviewed
- June 7, 2026 · HireAIScore editorial team
- SeekOut last reviewed
- May 21, 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