§ The result
Juicebox (PeopleGPT) leads HighMatch by 14 points.
Juicebox (PeopleGPT), filed under Sourcing, comes out 14 points above HighMatch, filed under Assessment: 57 against 43 under rubric v1.0. The 7 criteria split 6 to 1 in favour of Juicebox (PeopleGPT): Juicebox (PeopleGPT) is ahead on Bias Audit Transparency and HighMatch on Human Oversight Design. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — HighMatch 30, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 67% of the weighted advantage Juicebox (PeopleGPT) holds across the 6 criteria on that side of the table.
Vendor profile
HighMatch
HighMatch sells pre-employment assessments built by I-O psychologists (personality, cognitive, skills, situational judgment, culture fit and minimum-qualification screens), including the Berke Assessment for small businesses, that score candidates against weighted, role-specific hiring profiles and return job-fit scores, trait reports and tailored interview guides.
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
HighMatch 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 HighMatch is in scope of Mobley v. Workday.
| Record | HighMatch | Juicebox (PeopleGPT) |
|---|---|---|
| Price tier | Mid | Mid |
| Headquarters | US | US |
| Founded | 2005 | 2022 |
§ What decides it
The criteria that move the gap, heaviest swing first.
18% weight · 62% of the movement so far
Bias Audit Transparency
HighMatch 30 · Juicebox (PeopleGPT) 84
9.7 weighted points to Juicebox (PeopleGPT)
12% weight · 74% of the movement so far
Post-Market Monitoring
HighMatch 40 · Juicebox (PeopleGPT) 55
1.8 weighted points to Juicebox (PeopleGPT)
20% weight · 83% of the movement so far
Article 11 Technical Documentation
HighMatch 45 · Juicebox (PeopleGPT) 52
1.4 weighted points to Juicebox (PeopleGPT)
12% weight · 90% of the movement so far
Human Oversight Design
HighMatch 60 · Juicebox (PeopleGPT) 50
1.2 weighted points to HighMatch
15% weight · 95% of the movement so far
FRIA Support
HighMatch 30 · Juicebox (PeopleGPT) 35
0.8 weighted points to Juicebox (PeopleGPT)
15% weight · 99% of the movement so far
Data Governance Disclosure
HighMatch 52 · Juicebox (PeopleGPT) 56
0.6 weighted points to Juicebox (PeopleGPT)
8% weight · 100% of the movement so far
Customer Documentation
HighMatch 58 · Juicebox (PeopleGPT) 60
0.2 weighted points to Juicebox (PeopleGPT)
Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -13.2 — the difference between the two totals before either is rounded. Shares are of 15.6 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 -13.2.
§ Category-by-category
Raw score per criterion, with weighted delta.
Δ is HighMatch minus Juicebox (PeopleGPT).
| Category | Weight | HighMatch | Juicebox (PeopleGPT) | Δ raw | Δ weighted |
|---|---|---|---|---|---|
| Article 11 Technical Documentation | 20% | 45 | 52 | -7 | -1.4 |
| Bias Audit Transparency | 18% | 30 | 84 | -54 | -9.7 |
| FRIA Support | 15% | 30 | 35 | -5 | -0.8 |
| Data Governance Disclosure | 15% | 52 | 56 | -4 | -0.6 |
| Human Oversight Design | 12% | 60 | 50 | +10 | +1.2 |
| Post-Market Monitoring | 12% | 40 | 55 | -15 | -1.8 |
| Customer Documentation | 8% | 58 | 60 | -2 | -0.2 |
| Total | 100% | 43 (F) | 57 (F) | -14 | -13.2 |
§ 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 | HighMatch | Juicebox (PeopleGPT) | ||||
|---|---|---|---|---|---|---|---|
| Cited | Absences | Audit / hosting | Cited | Absences | Audit / hosting | ||
| Article 11 Technical Documentation | 20% | 6 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Bias Audit Transparency | 18% | 4 | 1 | Sources on the vendor's own domain | 3 | 0 | Audit reportSources on a separate domain |
| FRIA Support | 15% | 3 | 1 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Data Governance Disclosure | 15% | 5 | 0 | Audit reportSources on the vendor's own domain | 2 | 0 | Sources on the vendor's own domain |
| Human Oversight Design | 12% | 6 | 0 | Sources on the vendor's own domain | 1 | 1 | Sources on a separate domain |
| Post-Market Monitoring | 12% | 3 | 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 domain | 2 | 1 | Sources on the vendor's own domain |
| All criteria | 100% | 31 | 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 |
HighMatch has 35 evidence rows across 7 of 7 criteria — 31 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 HighMatch and Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.
Provenance
The scores above are documented by 51 evidence rows on file for these two vendors: 35 for HighMatch, across 2 distinct source domains, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.
- Rubric
- v1.0
- HighMatch 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