§ The result
2 points separate Juicebox (PeopleGPT) and HackerRank.
Juicebox (PeopleGPT) (Sourcing) edges HackerRank (Assessment) by 2 points under rubric v1.0, 57 to 55. HackerRank and Juicebox (PeopleGPT) each lead 3 of the 7 criteria, with 1 level, though the side of the split Juicebox (PeopleGPT) holds (headed by Bias Audit Transparency) adds up to more weighted points. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — HackerRank 68, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 68% of the weighted advantage Juicebox (PeopleGPT) holds across the 3 criteria on that side of the table.
Vendor profile
HackerRank
HackerRank is a technical skills assessment platform for developer hiring that uses coding tests, interviews, and AI-based features (question generation, ML plagiarism/AI-code detection, and image-analysis proctoring) to evaluate 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
HackerRank is filed under Assessment AI, Juicebox (PeopleGPT) under Candidate sourcing AI. They also share 1 secondary category: Screening.
Both are in scope of NYC LL 144, Illinois HB 3773, EU AI Act and Colorado AI Act. Only HackerRank is in scope of Mobley v. Workday.
| Record | HackerRank | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | Enterprise | Mid |
| Headquarters | US | US |
| Founded | 2009 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 40% of the movement so far
Bias Audit Transparency
HackerRank 68 · Juicebox (PeopleGPT) 84
2.9 weighted points to Juicebox (PeopleGPT)
20% weight · 62% of the movement so far
Article 11 Technical Documentation
HackerRank 60 · Juicebox (PeopleGPT) 52
1.6 weighted points to HackerRank
12% weight · 79% of the movement so far
Human Oversight Design
HackerRank 60 · Juicebox (PeopleGPT) 50
1.2 weighted points to HackerRank
12% weight · 96% of the movement so far
Post-Market Monitoring
HackerRank 45 · Juicebox (PeopleGPT) 55
1.2 weighted points to Juicebox (PeopleGPT)
8% weight · 98% of the movement so far
Customer Documentation
HackerRank 62 · Juicebox (PeopleGPT) 60
0.2 weighted points to HackerRank
15% weight · 100% of the movement so far
Data Governance Disclosure
HackerRank 55 · Juicebox (PeopleGPT) 56
0.1 weighted points to Juicebox (PeopleGPT)
Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -1.3 — 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 -1.3.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is HackerRank minus Juicebox (PeopleGPT).
| Category | Weight | HackerRank | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 60 | 52 | +8 | +1.6 |
| Bias Audit Transparency | 18% | 68 | 84 | -16 | -2.9 |
| FRIA Support | 15% | 35 | 35 | - | - |
| Data Governance Disclosure | 15% | 55 | 56 | -1 | -0.1 |
| Human Oversight Design | 12% | 60 | 50 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 45 | 55 | -10 | -1.2 |
| Customer Documentation | 8% | 62 | 60 | +2 | +0.2 |
| Total | 100% | 55 (F) | 57 (F) | -2 | -1.3 |
§ 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 | HackerRank | 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% | 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% | 1 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 1 | 1 | Sources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 2 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 0 | Sources on the vendor's own domainSources on a separate domain | 2 | 0 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 2 | 1 | Sources on the vendor's own domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 14 | 4 | 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 |
HackerRank has 18 evidence rows across 7 of 7 criteria — 14 with a source URL, 4 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 HackerRank and Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 34 evidence rows on file for these two vendors: 18 for HackerRank, across 3 distinct source domains, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- HackerRank 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