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Emi vs Stepstone

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§ The result

Stepstone leads Emi on all 7 criteria.

The Screening cohort pairing of Stepstone and Emi comes out 49 to 33 under rubric v1.0, a 16-point lead for Stepstone. Of the 7 criteria Emi wins none, and the narrowest lead Stepstone holds is on Post-Market Monitoring, Emi 35 to Stepstone 38. The advantage Stepstone holds is spread out: Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing (Emi 18, Stepstone 50, 18% weight), yet it supplies only 35% of the weighted points Stepstone gains across the 7 criteria it leads.

§ The record

Emi and Stepstone are both filed under Screening AI. They also share 1 secondary category: Sourcing.

Both are in scope of EU AI Act, NYC LL 144, Colorado AI Act and Illinois HB 3773.

RecordEmiStepstone
Price tierMidMid
HeadquartersARDE
Founded20171996

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 35% of the movement so far

    Bias Audit Transparency

    Emi 18 · Stepstone 50

    5.8 weighted points to Stepstone

  2. 20% weight · 68% of the movement so far

    Article 11 Technical Documentation

    Emi 28 · Stepstone 55

    5.4 weighted points to Stepstone

  3. 12% weight · 78% of the movement so far

    Human Oversight Design

    Emi 44 · Stepstone 58

    1.7 weighted points to Stepstone

  4. 15% weight · 88% of the movement so far

    Data Governance Disclosure

    Emi 44 · Stepstone 55

    1.6 weighted points to Stepstone

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

    Customer Documentation

    Emi 48 · Stepstone 58

    0.8 weighted points to Stepstone

  6. 15% weight · 98% of the movement so far

    FRIA Support

    Emi 25 · Stepstone 30

    0.8 weighted points to Stepstone

  7. 12% weight · 100% of the movement so far

    Post-Market Monitoring

    Emi 35 · Stepstone 38

    0.4 weighted points to Stepstone

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -16.4 — the difference between the two totals before either is rounded. Shares are of 16.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -16 beside that -16.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Emi minus Stepstone.

CategoryWeightEmiStepstoneΔ rawΔ weighted
Article 11 Technical Documentation20%2855-27-5.4
Bias Audit Transparency18%1850-32-5.8
FRIA Support15%2530-5-0.8
Data Governance Disclosure15%4455-11-1.6
Human Oversight Design12%4458-14-1.7
Post-Market Monitoring12%3538-3-0.4
Customer Documentation8%4858-10-0.8
Total100%33 (F)49 (F)-16-16.4

§ 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.

CriterionWeightEmiStepstone
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain51Sources on the vendor's own domainSources on a separate domain
Bias Audit Transparency18%21—31Audit reportSources on a separate domain
FRIA Support15%11Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%51Sources 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 a separate domain31Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%31Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%197Sources on the vendor's own domainSources on a separate domain294Audit reportSources on the vendor's own domainSources on a separate domain

Emi has 26 evidence rows across 7 of 7 criteria — 19 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 Emi and Stepstone sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 59 evidence rows on file for these two vendors: 26 for Emi, across 3 distinct source domains, and 33 for Stepstone, across 6 distinct source domains.

Rubric
v1.0
Emi last reviewed
September 25, 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.