§ The result
Eightfold AI leads Juicebox (PeopleGPT) by 7 points.
Eightfold AI scores 64 (D) and Juicebox (PeopleGPT) 57 (F) under rubric v1.0 — a 7-point gap inside the Sourcing cohort. Eightfold AI leads 5 of the 7 criteria, including Article 11 Technical Documentation, while Juicebox (PeopleGPT) leads 1, including Post-Market Monitoring, and 1 is level. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Eightfold AI 75, Juicebox (PeopleGPT) 52 — and at a 20% weight it carries 57% of the weighted advantage Eightfold AI holds across the 5 criteria on that side of the table.
Vendor profile
Eightfold AI
Talent intelligence platform offering candidate matching, internal mobility, and career-site personalization on top of a deep-learning talent graph.
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
Eightfold AI and Juicebox (PeopleGPT) are both filed under Candidate sourcing AI. They also share 1 secondary category: ATS-integrated.
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 | Eightfold AI | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2016 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
20% weight · 53% of the movement so far
Article 11 Technical Documentation
Eightfold AI 75 · Juicebox (PeopleGPT) 52
4.6 weighted points to Eightfold AI
15% weight · 70% of the movement so far
FRIA Support
Eightfold AI 45 · Juicebox (PeopleGPT) 35
1.5 weighted points to Eightfold AI
12% weight · 84% of the movement so far
Human Oversight Design
Eightfold AI 60 · Juicebox (PeopleGPT) 50
1.2 weighted points to Eightfold AI
15% weight · 91% of the movement so far
Data Governance Disclosure
Eightfold AI 60 · Juicebox (PeopleGPT) 56
0.6 weighted points to Eightfold AI
12% weight · 98% of the movement so far
Post-Market Monitoring
Eightfold AI 50 · Juicebox (PeopleGPT) 55
0.6 weighted points to Juicebox (PeopleGPT)
18% weight · 100% of the movement so far
Bias Audit Transparency
Eightfold AI 85 · Juicebox (PeopleGPT) 84
0.2 weighted points to Eightfold AI
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +7.5 — the difference between the two totals before either is rounded. Shares are of 8.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +7 beside that +7.5.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Eightfold AI minus Juicebox (PeopleGPT).
| Category | Weight | Eightfold AI | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 75 | 52 | +23 | +4.6 |
| Bias Audit Transparency | 18% | 85 | 84 | +1 | +0.2 |
| FRIA Support | 15% | 45 | 35 | +10 | +1.5 |
| Data Governance Disclosure | 15% | 60 | 56 | +4 | +0.6 |
| Human Oversight Design | 12% | 60 | 50 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 50 | 55 | -5 | -0.6 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 64 (D) | 57 (F) | +7 | +7.5 |
§ 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 | Eightfold AI | Juicebox (PeopleGPT) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 0 | Sources on the vendor's own 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% | 1 | 0 | — | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 1 | 0 | — | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 1 | 1 | — | 2 | 0 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 2 | 0 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 13 | 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 |
Eightfold AI has 15 evidence rows across 7 of 7 criteria — 13 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 Eightfold AI and Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 31 evidence rows on file for these two vendors: 15 for Eightfold AI, across 2 distinct source domains, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- Eightfold AI last reviewed
- May 21, 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