§ The result
Juicebox (PeopleGPT) leads RippleMatch by 11 points.
Both filed under Sourcing, Juicebox (PeopleGPT) and RippleMatch come out 57 and 46 under rubric v1.0, 11 points in favour of Juicebox (PeopleGPT). RippleMatch takes 1 of the 7 criteria, Human Oversight Design among them, against 5 for Juicebox (PeopleGPT), whose share includes Bias Audit Transparency, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Juicebox (PeopleGPT) 84, RippleMatch 53 — and at an 18% weight it carries 51% 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
RippleMatch
RippleMatch is an early-career recruiting platform that sources students and recent graduates for employers' roles, ranks applicants with a 0-100 Fit Score built from criteria the recruiter configures, and adds verified skill badges, applicant review, interview scheduling and campus-event tools.
§ The record
Juicebox (PeopleGPT) and RippleMatch are both filed under Candidate sourcing 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.
| Record | Juicebox (PeopleGPT) | RippleMatch |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2022 | 2016 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 47% of the movement so far
Bias Audit Transparency
Juicebox (PeopleGPT) 84 · RippleMatch 53
5.6 weighted points to Juicebox (PeopleGPT)
12% weight · 65% of the movement so far
Post-Market Monitoring
Juicebox (PeopleGPT) 55 · RippleMatch 37
2.2 weighted points to Juicebox (PeopleGPT)
20% weight · 75% of the movement so far
Article 11 Technical Documentation
Juicebox (PeopleGPT) 52 · RippleMatch 46
1.2 weighted points to Juicebox (PeopleGPT)
15% weight · 85% of the movement so far
FRIA Support
Juicebox (PeopleGPT) 35 · RippleMatch 27
1.2 weighted points to Juicebox (PeopleGPT)
15% weight · 93% of the movement so far
Data Governance Disclosure
Juicebox (PeopleGPT) 56 · RippleMatch 50
0.9 weighted points to Juicebox (PeopleGPT)
12% weight · 100% of the movement so far
Human Oversight Design
Juicebox (PeopleGPT) 50 · RippleMatch 57
0.8 weighted points to RippleMatch
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +10.2 — the difference between the two totals before either is rounded. Shares are of 11.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +11 beside that +10.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Juicebox (PeopleGPT) minus RippleMatch.
| Category | Weight | Juicebox (PeopleGPT) | RippleMatch | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 46 | +6 | +1.2 |
| Bias Audit Transparency | 18% | 84 | 53 | +31 | +5.6 |
| FRIA Support | 15% | 35 | 27 | +8 | +1.2 |
| Data Governance Disclosure | 15% | 56 | 50 | +6 | +0.9 |
| Human Oversight Design | 12% | 50 | 57 | -7 | -0.8 |
| Post-Market Monitoring | 12% | 55 | 37 | +18 | +2.2 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 57 (F) | 46 (F) | +11 | +10.2 |
§ 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) | RippleMatch | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 1 | 1 | Sources on a separate domain | 7 | 1 | Sources on the vendor's own domain |
| Bias Audit Transparency | 18% | 3 | 0 | Audit reportSources on a separate domain | 5 | 1 | Audit reportSources on the vendor's own domainSources on a separate 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 | 7 | 1 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 1 | Sources on a separate domain | 7 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 0 | Audit reportSources on a separate domain | 3 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 5 | 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 | 35 | 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; RippleMatch has 42 evidence rows across 7 of 7 criteria — 35 with a source URL, 7 documented absences; some documentation or audit rows for Juicebox (PeopleGPT) and RippleMatch sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 58 evidence rows on file for these two vendors: 16 for Juicebox (PeopleGPT), across 4 distinct source domains, and 42 for RippleMatch, across 5 distinct source domains.
- Rubric
- v1.0
- Juicebox (PeopleGPT) last reviewed
- June 7, 2026 · HireAIScore editorial team
- RippleMatch 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