§ The result
Juicebox (PeopleGPT) leads BambooHR by 14 points.
Juicebox (PeopleGPT) sits 14 points above BambooHR under rubric v1.0 — 57 against 43 — with Juicebox (PeopleGPT) filed under Sourcing and BambooHR under ATS-integrated. Juicebox (PeopleGPT) leads 4 of the 7 criteria, including Bias Audit Transparency, while BambooHR leads 1, including Customer Documentation, and 2 are level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — BambooHR 28, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 74% of the weighted advantage Juicebox (PeopleGPT) holds across the 4 criteria on that side of the table.
Vendor profile
BambooHR
A cloud HR platform for small and mid-sized businesses combining an HRIS and applicant tracking with generative AI features such as AI-drafted job descriptions and a natural-language HR data assistant.
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
BambooHR is filed under ATS-integrated AI, Juicebox (PeopleGPT) under Candidate sourcing AI. They record no secondary category in common.
Both are in scope of EU AI Act, NYC LL 144 and Colorado AI Act. Only Juicebox (PeopleGPT) is in scope of Illinois HB 3773.
| Record | BambooHR | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2008 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 74% of the movement so far
Bias Audit Transparency
BambooHR 28 · Juicebox (PeopleGPT) 84
10.1 weighted points to Juicebox (PeopleGPT)
20% weight · 88% of the movement so far
Article 11 Technical Documentation
BambooHR 42 · Juicebox (PeopleGPT) 52
2.0 weighted points to Juicebox (PeopleGPT)
12% weight · 98% of the movement so far
Post-Market Monitoring
BambooHR 44 · Juicebox (PeopleGPT) 55
1.3 weighted points to Juicebox (PeopleGPT)
8% weight · 99% of the movement so far
Customer Documentation
BambooHR 62 · Juicebox (PeopleGPT) 60
0.2 weighted points to BambooHR
15% weight · 100% of the movement so far
FRIA Support
BambooHR 34 · Juicebox (PeopleGPT) 35
0.1 weighted points to Juicebox (PeopleGPT)
Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to -13.4 — the difference between the two totals before either is rounded. Shares are of 13.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -14 beside that -13.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is BambooHR minus Juicebox (PeopleGPT).
| Category | Weight | BambooHR | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 42 | 52 | -10 | -2.0 |
| Bias Audit Transparency | 18% | 28 | 84 | -56 | -10.1 |
| FRIA Support | 15% | 34 | 35 | -1 | -0.1 |
| Data Governance Disclosure | 15% | 56 | 56 | - | - |
| Human Oversight Design | 12% | 50 | 50 | - | - |
| Post-Market Monitoring | 12% | 44 | 55 | -11 | -1.3 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 43 (F) | 57 (F) | -14 | -13.4 |
§ 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 | BambooHR | Juicebox (PeopleGPT) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 2 | 1 | Sources on the vendor's own domain | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 3 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 3 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 15 | 6 | Sources on the vendor's own domain | 12 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
BambooHR has 21 evidence rows across 7 of 7 criteria — 15 with a source URL, 6 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 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 BambooHR, across 1 distinct source domain, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- BambooHR last reviewed
- July 17, 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