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Criteria vs Ribbon

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§ The result

Criteria leads Ribbon by 10 points.

Criteria, filed under Assessment, comes out 10 points above Ribbon, filed under Screening: 53 against 43 under rubric v1.0. Ribbon takes 1 of the 7 criteria, FRIA Support among them, against 6 for Criteria, whose share includes Article 11 Technical Documentation. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Criteria 68, Ribbon 42 — and at a 20% weight it carries 54% of the weighted advantage Criteria holds across the 6 criteria on that side of the table.

§ The record

Criteria is filed under Assessment AI, Ribbon under Screening AI. They also share 1 secondary category: Video interview.

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

RecordCriteriaRibbon
Price tierMidLow
HeadquartersUSCA
Founded20062020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 53% of the movement so far

    Article 11 Technical Documentation

    Criteria 68 · Ribbon 42

    5.2 weighted points to Criteria

  2. 18% weight · 71% of the movement so far

    Bias Audit Transparency

    Criteria 48 · Ribbon 38

    1.8 weighted points to Criteria

  3. 15% weight · 90% of the movement so far

    Data Governance Disclosure

    Criteria 62 · Ribbon 50

    1.8 weighted points to Criteria

  4. 12% weight · 96% of the movement so far

    Post-Market Monitoring

    Criteria 42 · Ribbon 37

    0.6 weighted points to Criteria

  5. 8% weight · 97% of the movement so far

    Customer Documentation

    Criteria 60 · Ribbon 58

    0.2 weighted points to Criteria

  6. 15% weight · 99% of the movement so far

    FRIA Support

    Criteria 32 · Ribbon 33

    0.1 weighted points to Ribbon

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

    Human Oversight Design

    Criteria 56 · Ribbon 55

    0.1 weighted points to Criteria

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +9.5 — the difference between the two totals before either is rounded. Shares are of 9.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +10 beside that +9.5.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Criteria minus Ribbon.

CategoryWeightCriteriaRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%6842+26+5.2
Bias Audit Transparency18%4838+10+1.8
FRIA Support15%3233-1-0.1
Data Governance Disclosure15%6250+12+1.8
Human Oversight Design12%5655+1+0.1
Post-Market Monitoring12%4237+5+0.6
Customer Documentation8%6058+2+0.2
Total100%53 (F)43 (F)+10+9.5

§ 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.

CriterionWeightCriteriaRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%11—41Sources on the vendor's own domain
FRIA Support15%11Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%30Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%20Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%21Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%30Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%144Sources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Criteria has 18 evidence rows across 7 of 7 criteria — 14 with a source URL, 4 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 53 evidence rows on file for these two vendors: 18 for Criteria, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Criteria last reviewed
June 7, 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.