§ The result
Juicebox (PeopleGPT) leads Glider AI by 5 points.
Juicebox (PeopleGPT) scores 57 and Glider AI 52 under rubric v1.0, a 5-point gap across the Sourcing and Assessment cohorts. The 7 criteria split 3 to 1 in favour of Juicebox (PeopleGPT), with 3 level: Juicebox (PeopleGPT) is ahead on Bias Audit Transparency and Glider AI on Human Oversight Design. One criterion, Bias Audit Transparency, is both the widest raw gap (Glider AI 68, Juicebox (PeopleGPT) 84) and the heaviest weighted swing, and at 18% weight it makes up 58% of the weighted advantage Juicebox (PeopleGPT) holds across the 3 criteria it leads.
Vendor profile
Glider AI
Glider AI is a skills-validation platform that screens and verifies candidates with auto-scored skills assessments and coding simulations, autonomous AI video and voice interviews that score responses against job requirements, live coding interviews, AI proctoring, and biometric ID verification.
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
Glider AI 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 Glider AI is in scope of Mobley v. Workday.
| Record | Glider AI | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2020 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 52% of the movement so far
Bias Audit Transparency
Glider AI 68 · Juicebox (PeopleGPT) 84
2.9 weighted points to Juicebox (PeopleGPT)
12% weight · 84% of the movement so far
Post-Market Monitoring
Glider AI 40 · Juicebox (PeopleGPT) 55
1.8 weighted points to Juicebox (PeopleGPT)
12% weight · 95% of the movement so far
Human Oversight Design
Glider AI 55 · Juicebox (PeopleGPT) 50
0.6 weighted points to Glider AI
15% weight · 100% of the movement so far
Data Governance Disclosure
Glider AI 54 · Juicebox (PeopleGPT) 56
0.3 weighted points to Juicebox (PeopleGPT)
Weighted delta is the raw difference times the criterion weight, so the 4 figures above sum to -4.4 — the difference between the two totals before either is rounded. Shares are of 5.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -5 beside that -4.4.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is Glider AI minus Juicebox (PeopleGPT).
| Category | Weight | Glider AI | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 52 | 52 | - | - |
| Bias Audit Transparency | 18% | 68 | 84 | -16 | -2.9 |
| FRIA Support | 15% | 35 | 35 | - | - |
| Data Governance Disclosure | 15% | 54 | 56 | -2 | -0.3 |
| Human Oversight Design | 12% | 55 | 50 | +5 | +0.6 |
| Post-Market Monitoring | 12% | 40 | 55 | -15 | -1.8 |
| Customer Documentation | 8% | 60 | 60 | - | - |
| Total | 100% | 52 (F) | 57 (F) | -5 | -4.4 |
§ 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 | Glider AI | Juicebox (PeopleGPT) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 3 | 1 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 3 | 1 | Audit reportSources on a separate domain | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 6 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 7 | 0 | Sources on the vendor's own domainSources on a separate domain | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 2 | 1 | Audit reportSources on the vendor's own domainSources on a separate domain | 2 | 0 | Audit reportSources on a separate domain |
| Customer Documentation | 8% | 4 | 1 | Sources on the vendor's own domainSources on a separate domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 27 | 6 | 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 |
Glider AI has 33 evidence rows across 7 of 7 criteria — 27 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 Glider AI and Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 49 evidence rows on file for these two vendors: 33 for Glider AI, across 4 distinct source domains, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- Glider AI last reviewed
- September 25, 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