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Equalture vs Ribbon

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§ The result

1 point separates Equalture and Ribbon.

Equalture (Assessment) edges Ribbon (Screening) by 1 point under rubric v1.0, 44 to 43. Equalture leads 5 of the 7 criteria, including Data Governance Disclosure, while Ribbon leads 2, including Human Oversight Design. The advantage Equalture holds is spread out: Data Governance Disclosure is both the widest raw gap and the heaviest weighted swing (Equalture 55, Ribbon 50, 15% weight), yet it supplies only 38% of the weighted points Equalture gains across the 5 criteria it leads.

§ The record

Equalture is filed under Assessment AI, Ribbon under Screening AI. They record no secondary category in common.

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

RecordEqualtureRibbon
Price tierHighLow
HeadquartersNLCA
Founded20182020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 15% weight · 25% of the movement so far

    Data Governance Disclosure

    Equalture 55 · Ribbon 50

    0.8 weighted points to Equalture

  2. 20% weight · 44% of the movement so far

    Article 11 Technical Documentation

    Equalture 45 · Ribbon 42

    0.6 weighted points to Equalture

  3. 12% weight · 64% of the movement so far

    Human Oversight Design

    Equalture 50 · Ribbon 55

    0.6 weighted points to Ribbon

  4. 15% weight · 79% of the movement so far

    FRIA Support

    Equalture 30 · Ribbon 33

    0.4 weighted points to Ribbon

  5. 18% weight · 91% of the movement so far

    Bias Audit Transparency

    Equalture 40 · Ribbon 38

    0.4 weighted points to Equalture

  6. 8% weight · 96% of the movement so far

    Customer Documentation

    Equalture 60 · Ribbon 58

    0.2 weighted points to Equalture

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

    Post-Market Monitoring

    Equalture 38 · Ribbon 37

    0.1 weighted points to Equalture

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +0.9 — the difference between the two totals before either is rounded. Shares are of 3.0 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +1 beside that +0.9.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Equalture minus Ribbon.

CategoryWeightEqualtureRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%4542+3+0.6
Bias Audit Transparency18%4038+2+0.4
FRIA Support15%3033-3-0.4
Data Governance Disclosure15%5550+5+0.8
Human Oversight Design12%5055-5-0.6
Post-Market Monitoring12%3837+1+0.1
Customer Documentation8%6058+2+0.2
Total100%44 (F)43 (F)+1+0.9

§ 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.

CriterionWeightEqualtureRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%41Sources on the vendor's own domain41Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%21Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%21Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%31Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%31Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%197Sources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Equalture has 26 evidence rows across 7 of 7 criteria — 19 with a source URL, 7 documented absences; Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; some documentation or audit rows for Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 61 evidence rows on file for these two vendors: 26 for Equalture, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Equalture last reviewed
August 2, 2026 · HireAIScore editorial team
Ribbon 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.