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BrightHire vs Stepstone

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§ The result

2 points separate BrightHire and Stepstone.

Under rubric v1.0, BrightHire and Stepstone finish 2 points apart, 51 to 49, as two Screening entries. BrightHire leads 5 of the 7 criteria, including FRIA Support, while Stepstone leads 1, including Article 11 Technical Documentation, and 1 is level. The advantage BrightHire holds is spread out: FRIA Support is both the widest raw gap and the heaviest weighted swing (BrightHire 36, Stepstone 30, 15% weight), yet it supplies only 33% of the weighted points BrightHire gains across the 5 criteria it leads.

§ The record

BrightHire and Stepstone are both filed under Screening AI. They record no secondary category in common.

Both are in scope of EU AI Act, NYC LL 144, Illinois HB 3773 and Colorado AI Act. Only BrightHire is in scope of Mobley v. Workday.

RecordBrightHireStepstone
Price tierHighMid
HeadquartersUSDE
Founded20191996

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 15% weight · 27% of the movement so far

    FRIA Support

    BrightHire 36 · Stepstone 30

    0.9 weighted points to BrightHire

  2. 15% weight · 50% of the movement so far

    Data Governance Disclosure

    BrightHire 60 · Stepstone 55

    0.8 weighted points to BrightHire

  3. 20% weight · 68% of the movement so far

    Article 11 Technical Documentation

    BrightHire 52 · Stepstone 55

    0.6 weighted points to Stepstone

  4. 12% weight · 83% of the movement so far

    Post-Market Monitoring

    BrightHire 42 · Stepstone 38

    0.5 weighted points to BrightHire

  5. 8% weight · 93% of the movement so far

    Customer Documentation

    BrightHire 62 · Stepstone 58

    0.3 weighted points to BrightHire

  6. 12% weight · 100% of the movement so far

    Human Oversight Design

    BrightHire 60 · Stepstone 58

    0.2 weighted points to BrightHire

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to +2.1 — the difference between the two totals before either is rounded. Shares are of 3.3 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 +2.1.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is BrightHire minus Stepstone.

CategoryWeightBrightHireStepstoneΔ rawΔ weighted
Article 11 Technical Documentation20%5255-3-0.6
Bias Audit Transparency18%5050--
FRIA Support15%3630+6+0.9
Data Governance Disclosure15%6055+5+0.8
Human Oversight Design12%6058+2+0.2
Post-Market Monitoring12%4238+4+0.5
Customer Documentation8%6258+4+0.3
Total100%51 (F)49 (F)+2+2.1

§ 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.

CriterionWeightBrightHireStepstone
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain51Sources on the vendor's own domainSources on a separate domain
Bias Audit Transparency18%21Audit reportSources on the vendor's own domain31Audit reportSources on a separate domain
FRIA Support15%21Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%31Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%31Sources on the vendor's own domain50Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain31Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%21Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%167Audit reportSources on the vendor's own domain294Audit reportSources on the vendor's own domainSources on a separate domain

BrightHire has 23 evidence rows across 7 of 7 criteria — 16 with a source URL, 7 documented absences; Stepstone has 33 evidence rows across 7 of 7 criteria — 29 with a source URL, 4 documented absences; some documentation or audit rows for Stepstone sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 56 evidence rows on file for these two vendors: 23 for BrightHire, across 2 distinct source domains, and 33 for Stepstone, across 6 distinct source domains.

Rubric
v1.0
BrightHire last reviewed
August 2, 2026 · HireAIScore editorial team
Stepstone last reviewed
September 25, 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.