§ The result
Juicebox (PeopleGPT) takes the total, Gem takes more of the criteria.
Within the Sourcing cohort, Juicebox (PeopleGPT) edges Gem by 2 points under rubric v1.0, 57 to 55. Gem leads more of the criteria than Juicebox (PeopleGPT) — 4 to 2 — but Bias Audit Transparency, which Juicebox (PeopleGPT) leads, carries 18% of the rubric, and the weighted sum still falls to Juicebox (PeopleGPT). Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Gem 66, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 77% of the weighted advantage Juicebox (PeopleGPT) holds across the 2 criteria on that side of the table.
Vendor profile
Gem
Gem is an AI-first recruiting platform combining a talent CRM, AI sourcing and outreach automation, candidate engagement, and a newer applicant tracking system with AI-powered application review and ranking.
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
Gem and Juicebox (PeopleGPT) are both filed under Candidate sourcing AI. They also share 2 secondary categories: ATS-integrated and Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.
| Record | Gem | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | High | Mid |
| Headquarters | US | US |
| Founded | 2017 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 46% of the movement so far
Bias Audit Transparency
Gem 66 · Juicebox (PeopleGPT) 84
3.2 weighted points to Juicebox (PeopleGPT)
12% weight · 65% of the movement so far
Human Oversight Design
Gem 61 · Juicebox (PeopleGPT) 50
1.3 weighted points to Gem
20% weight · 82% of the movement so far
Article 11 Technical Documentation
Gem 58 · Juicebox (PeopleGPT) 52
1.2 weighted points to Gem
12% weight · 96% of the movement so far
Post-Market Monitoring
Gem 47 · Juicebox (PeopleGPT) 55
1.0 weighted points to Juicebox (PeopleGPT)
8% weight · 98% of the movement so far
Customer Documentation
Gem 62 · Juicebox (PeopleGPT) 60
0.2 weighted points to Gem
15% weight · 100% of the movement so far
Data Governance Disclosure
Gem 57 · Juicebox (PeopleGPT) 56
0.1 weighted points to Gem
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -1.4 — the difference between the two totals before either is rounded. Shares are of 7.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -2 beside that -1.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Gem minus Juicebox (PeopleGPT).
| Category | Weight | Gem | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 52 | +6 | +1.2 |
| Bias Audit Transparency | 18% | 66 | 84 | -18 | -3.2 |
| FRIA Support | 15% | 35 | 35 | - | - |
| Data Governance Disclosure | 15% | 57 | 56 | +1 | +0.1 |
| Human Oversight Design | 12% | 61 | 50 | +11 | +1.3 |
| Post-Market Monitoring | 12% | 47 | 55 | -8 | -1.0 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 55 (F) | 57 (F) | -2 | -1.4 |
§ 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 | Gem | Juicebox (PeopleGPT) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 3 | 0 | Audit reportSources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 0 | 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% | 19 | 2 | Audit reportSources on the vendor's own domainSources on a separate domain | 12 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
Gem has 21 evidence rows across 7 of 7 criteria — 19 with a source URL, 2 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 Gem and Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 37 evidence rows on file for these two vendors: 21 for Gem, across 2 distinct source domains, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- Gem 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