§ The result
Juicebox (PeopleGPT) takes the total, iCIMS takes more of the criteria.
Juicebox (PeopleGPT) (Sourcing) edges iCIMS (ATS-integrated) by 2 points under rubric v1.0, 57 to 55. iCIMS 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 — iCIMS 68, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 65% of the weighted advantage Juicebox (PeopleGPT) holds across the 2 criteria on that side of the table.
Vendor profile
iCIMS
Enterprise talent-acquisition / applicant tracking platform (the iCIMS Talent Cloud) that adds optional AI features - Candidate Ranking, Talent Match, and a GPT-powered Copilot - to source, rank, and engage candidates.
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
iCIMS is filed under ATS-integrated AI, Juicebox (PeopleGPT) under Candidate sourcing AI. They also share 1 secondary category: Screening.
Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.
| Record | iCIMS | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2000 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 40% of the movement so far
Bias Audit Transparency
iCIMS 68 · Juicebox (PeopleGPT) 84
2.9 weighted points to Juicebox (PeopleGPT)
12% weight · 62% of the movement so far
Post-Market Monitoring
iCIMS 42 · Juicebox (PeopleGPT) 55
1.6 weighted points to Juicebox (PeopleGPT)
20% weight · 78% of the movement so far
Article 11 Technical Documentation
iCIMS 58 · Juicebox (PeopleGPT) 52
1.2 weighted points to iCIMS
12% weight · 92% of the movement so far
Human Oversight Design
iCIMS 58 · Juicebox (PeopleGPT) 50
1.0 weighted points to iCIMS
15% weight · 98% of the movement so far
FRIA Support
iCIMS 38 · Juicebox (PeopleGPT) 35
0.4 weighted points to iCIMS
8% weight · 100% of the movement so far
Customer Documentation
iCIMS 62 · Juicebox (PeopleGPT) 60
0.2 weighted points to iCIMS
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -1.7 — the difference between the two totals before either is rounded. Shares are of 7.2 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 -1.7.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is iCIMS minus Juicebox (PeopleGPT).
| Category | Weight | iCIMS | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 58 | 52 | +6 | +1.2 |
| Bias Audit Transparency | 18% | 68 | 84 | -16 | -2.9 |
| FRIA Support | 15% | 38 | 35 | +3 | +0.4 |
| Data Governance Disclosure | 15% | 56 | 56 | - | - |
| Human Oversight Design | 12% | 58 | 50 | +8 | +1.0 |
| Post-Market Monitoring | 12% | 42 | 55 | -13 | -1.6 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 55 (F) | 57 (F) | -2 | -1.7 |
§ 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 | iCIMS | Juicebox (PeopleGPT) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Audit reportSources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 1 | Audit reportSources 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% | 4 | 0 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 3 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 1 | Sources on the vendor's own domain | 2 | 0 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 4 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 21 | 3 | Audit reportSources on the vendor's own domain | 12 | 4 | Audit reportSources on the vendor's own domainSources on a separate domain |
iCIMS has 24 evidence rows across 7 of 7 criteria — 21 with a source URL, 3 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 40 evidence rows on file for these two vendors: 24 for iCIMS, across 2 distinct source domains, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- iCIMS 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