The result

Juicebox (PeopleGPT) leads hackajob by 12 points.

Both filed under Sourcing, Juicebox (PeopleGPT) and hackajob come out 57 and 45 under rubric v1.0, 12 points in favour of Juicebox (PeopleGPT). The criteria split evenly, 3 each to hackajob and Juicebox (PeopleGPT), with 1 level, and the weighted points on the side Juicebox (PeopleGPT) holds, headed by Bias Audit Transparency, settle the total. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — hackajob 20, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 82% of the weighted advantage Juicebox (PeopleGPT) holds across the 3 criteria on that side of the table.

Criteria won

7 criteria

  • hackajob3
  • Juicebox (PeopleGPT)3
  • Level1
Widest raw gap
Bias Audit Transparency20 vs 84
Heaviest weighted swing
Bias Audit Transparency18% weight

The record

Categories, scope and company facts.

hackajob and Juicebox (PeopleGPT) are both filed under Candidate sourcing AI. They also share 1 secondary category: Screening.

RecordhackajobJuicebox (PeopleGPT)
Price tierMidMid
HeadquartersGBUS
Founded20142022

What decides it

The criteria that move the gap, heaviest swing first.

  1. Bias Audit Transparency

    18% weight70% of the movement so far

    hackajob20
    Juicebox (PeopleGPT)84

    11.5 weighted points to Juicebox (PeopleGPT)

  2. Post-Market Monitoring

    12% weight82% of the movement so far

    hackajob38
    Juicebox (PeopleGPT)55

    2.0 weighted points to Juicebox (PeopleGPT)

  3. Article 11 Technical Documentation

    20% weight92% of the movement so far

    hackajob60
    Juicebox (PeopleGPT)52

    1.6 weighted points to hackajob

  4. Human Oversight Design

    12% weight95% of the movement so far

    hackajob55
    Juicebox (PeopleGPT)50

    0.6 weighted points to hackajob

  5. FRIA Support

    15% weight98% of the movement so far

    hackajob32
    Juicebox (PeopleGPT)35

    0.4 weighted points to Juicebox (PeopleGPT)

  6. Data Governance Disclosure

    15% weight100% of the movement so far

    hackajob58
    Juicebox (PeopleGPT)56

    0.3 weighted points to hackajob

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -11.5 — the difference between the two totals before either is rounded. Shares are of 16.5 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -12 beside that -11.5.

Category-by-category

Raw score per criterion, with weighted delta.

Δ is hackajob minus Juicebox (PeopleGPT), coloured for whichever of the two it favours.

CategoryWeighthackajobJuicebox (PeopleGPT)Δ rawΔ weighted
Article 11 Technical Documentation20%6052+8+1.6
Bias Audit Transparency18%2084-64-11.5
FRIA Support15%3235-3-0.4
Data Governance Disclosure15%5856+2+0.3
Human Oversight Design12%5550+5+0.6
Post-Market Monitoring12%3855-17-2.0
Customer Documentation8%6060--
Total100%45F57F-12-11.5

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.

CriterionWeighthackajobJuicebox (PeopleGPT)
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%51Sources on the vendor's own domain11Sources on a separate domain
Bias Audit Transparency18%41Sources on the vendor's own domain30Audit reportSources on a separate domain
FRIA Support15%50Sources on the vendor's own domain11Sources on a separate domain
Data Governance Disclosure15%80Sources on the vendor's own domain20Sources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain11Sources on a separate domain
Post-Market Monitoring12%41Sources on the vendor's own domain20Audit reportSources on a separate domain
Customer Documentation8%61Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%384Sources on the vendor's own domain124Audit reportSources on the vendor's own domainSources on a separate domain

hackajob has 42 evidence rows across 7 of 7 criteria — 38 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 Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 58 evidence rows on file for these two vendors: 42 for hackajob, across 2 distinct source domains, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.

Rubric
v1.0
hackajob 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.

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