Side-by-side · Rubric v1.0

Dayforce vs Juicebox (PeopleGPT)

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Vendor profile

Dayforce

Level

Dayforce is an enterprise human capital management platform whose Dayforce Recruiting module uses AI to assign letter grades to external job applicants, generate job descriptions, and automate screening and hiring workflows alongside HR, payroll, time, talent, and analytics.

57/ 100
F

Substantial gaps

ATS-integrated

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Vendor profile

Juicebox (PeopleGPT)

Level

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.

57/ 100
F

Substantial gaps

Sourcing

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The result

Dayforce and Juicebox (PeopleGPT) tie at 57.

Dayforce, filed under ATS-integrated, and Juicebox (PeopleGPT), filed under Sourcing, tie at 57 under rubric v1.0 by different routes through the criteria. Dayforce leads 5 of the 7 criteria and Juicebox (PeopleGPT) 2, yet the two totals land on the same number. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Dayforce 42, Juicebox (PeopleGPT) 84 — and at an 18% weight it carries 89% of the weighted advantage Juicebox (PeopleGPT) holds across the 2 criteria on that side of the table.

Criteria won

7 criteria

  • Dayforce5
  • Juicebox (PeopleGPT)2
Widest raw gap
Bias Audit Transparency42 vs 84
Heaviest weighted swing
Bias Audit Transparency18% weight

Keep this comparison

Both scores and all 7 criteria, side by side, in your inbox.

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The record

Categories, scope and company facts.

Dayforce is filed under ATS-integrated AI, Juicebox (PeopleGPT) under Candidate sourcing AI. They also share 1 secondary category: Screening.

RecordDayforceJuicebox (PeopleGPT)
Price tierEnterpriseMid
HeadquartersUSUS
Founded19922022

What decides it

The criteria that move the gap, heaviest swing first.

  1. Bias Audit Transparency

    18% weight43% of the movement so far

    Dayforce42
    Juicebox (PeopleGPT)84

    7.6 weighted points to Juicebox (PeopleGPT)

  2. Article 11 Technical Documentation

    20% weight68% of the movement so far

    Dayforce74
    Juicebox (PeopleGPT)52

    4.4 weighted points to Dayforce

  3. Human Oversight Design

    12% weight80% of the movement so far

    Dayforce68
    Juicebox (PeopleGPT)50

    2.2 weighted points to Dayforce

  4. Data Governance Disclosure

    15% weight86% of the movement so far

    Dayforce63
    Juicebox (PeopleGPT)56

    1.1 weighted points to Dayforce

  5. Post-Market Monitoring

    12% weight91% of the movement so far

    Dayforce47
    Juicebox (PeopleGPT)55

    1.0 weighted points to Juicebox (PeopleGPT)

  6. Customer Documentation

    8% weight96% of the movement so far

    Dayforce70
    Juicebox (PeopleGPT)60

    0.8 weighted points to Dayforce

  7. FRIA Support

    15% weight100% of the movement so far

    Dayforce40
    Juicebox (PeopleGPT)35

    0.8 weighted points to Dayforce

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +0.6 — the difference between the two totals before either is rounded. Shares are of 17.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads 0 beside that +0.6.

Category-by-category

Raw score per criterion, with weighted delta.

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

CategoryWeightDayforceJuicebox (PeopleGPT)Δ rawΔ weighted
Article 11 Technical Documentation20%7452+22+4.4
Bias Audit Transparency18%4284-42-7.6
FRIA Support15%4035+5+0.8
Data Governance Disclosure15%6356+7+1.1
Human Oversight Design12%6850+18+2.2
Post-Market Monitoring12%4755-8-1.0
Customer Documentation8%7060+10+0.8
Total100%57F57F-+0.6

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.

CriterionWeightDayforceJuicebox (PeopleGPT)
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%41Sources 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%31Sources on the vendor's own domain11Sources on a separate domain
Data Governance Disclosure15%41Audit reportSources on the vendor's own domain20Sources on the vendor's own domain
Human Oversight Design12%40Sources 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%51Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%286Audit reportSources on the vendor's own domain124Audit reportSources on the vendor's own domainSources on a separate domain

Dayforce has 34 evidence rows across 7 of 7 criteria — 28 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 Juicebox (PeopleGPT) sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 50 evidence rows on file for these two vendors: 34 for Dayforce, across 1 distinct source domain, and 16 for Juicebox (PeopleGPT), across 4 distinct source domains.

Rubric
v1.0
Dayforce last reviewed
August 2, 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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