§ The result
Juicebox (PeopleGPT) takes the total, Rippling takes more of the criteria.
Juicebox (PeopleGPT) (Sourcing) edges Rippling (ATS-integrated) by 1 point under rubric v1.0, 57 to 56. Rippling leads more of the criteria than Juicebox (PeopleGPT) — 5 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 — Juicebox (PeopleGPT) 84, Rippling 42 — and at an 18% weight it carries 89% of the weighted advantage Juicebox (PeopleGPT) holds across the 2 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
Rippling
Rippling Recruiting is an applicant tracking system within Rippling's all-in-one HR/IT/finance platform that uses AI to review and screen job applications, summarize interviewer feedback, transcribe video interviews, flag application fraud, and automate interview scheduling.
§ The record
Juicebox (PeopleGPT) is filed under Candidate sourcing AI, Rippling under ATS-integrated 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) | Rippling |
|---|---|---|
| Price tier | Mid | High |
| Headquarters | US | US |
| Founded | 2022 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 45% of the movement so far
Bias Audit Transparency
Juicebox (PeopleGPT) 84 · Rippling 42
7.6 weighted points to Juicebox (PeopleGPT)
20% weight · 69% of the movement so far
Article 11 Technical Documentation
Juicebox (PeopleGPT) 52 · Rippling 73
4.2 weighted points to Rippling
15% weight · 78% of the movement so far
FRIA Support
Juicebox (PeopleGPT) 35 · Rippling 45
1.5 weighted points to Rippling
15% weight · 85% of the movement so far
Data Governance Disclosure
Juicebox (PeopleGPT) 56 · Rippling 64
1.2 weighted points to Rippling
12% weight · 92% of the movement so far
Human Oversight Design
Juicebox (PeopleGPT) 50 · Rippling 60
1.2 weighted points to Rippling
12% weight · 98% of the movement so far
Post-Market Monitoring
Juicebox (PeopleGPT) 55 · Rippling 47
1.0 weighted points to Juicebox (PeopleGPT)
8% weight · 100% of the movement so far
Customer Documentation
Juicebox (PeopleGPT) 60 · Rippling 64
0.3 weighted points to Rippling
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +0.1 — the difference between the two totals before either is rounded. Shares are of 16.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +1 beside that +0.1.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Juicebox (PeopleGPT) minus Rippling.
| Category | Weight | Juicebox (PeopleGPT) | Rippling | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 73 | -21 | -4.2 |
| Bias Audit Transparency | 18% | 84 | 42 | +42 | +7.6 |
| FRIA Support | 15% | 35 | 45 | -10 | -1.5 |
| Data Governance Disclosure | 15% | 56 | 64 | -8 | -1.2 |
| Human Oversight Design | 12% | 50 | 60 | -10 | -1.2 |
| Post-Market Monitoring | 12% | 55 | 47 | +8 | +1.0 |
| Customer Documentation | 8% | 60 | 64 | -4 | -0.3 |
| Total | 100% | 57 (F) | 56 (F) | +1 | +0.1 |
§ 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) | Rippling | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on a separate domain | 2 | 0 | Audit reportSources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on a separate domain | 2 | 0 | Audit reportSources 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 | 2 | 0 | Audit reportSources 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 | 2 | 0 | Sources on the vendor's own domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 2 | 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 | 12 | 1 | Audit reportSources 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; Rippling has 13 evidence rows across 7 of 7 criteria — 12 with a source URL, 1 documented absence; 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 29 evidence rows on file for these two vendors: 16 for Juicebox (PeopleGPT), across 4 distinct source domains, and 13 for Rippling, across 1 distinct source domain.
- Rubric
- v1.0
- Juicebox (PeopleGPT) last reviewed
- June 7, 2026 · HireAIScore editorial team
- Rippling last reviewed
- July 17, 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