HomeCompareApriora (Alex) vs Ribbon

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Apriora (Alex) vs Ribbon

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§ The result

Apriora (Alex) leads Ribbon on all 7 criteria.

Apriora (Alex) sits 14 points above Ribbon under rubric v1.0 — 57 against 43 — with Apriora (Alex) filed under Video interview and Ribbon under Screening. Apriora (Alex) leads every one of the 7 criteria, Ribbon none of them, and the closest of the 7 is Data Governance Disclosure, Apriora (Alex) 54 to Ribbon 50. One criterion, Bias Audit Transparency, is both the widest raw gap (Apriora (Alex) 83, Ribbon 38) and the heaviest weighted swing, and at 18% weight it makes up 60% of the weighted advantage Apriora (Alex) holds across the 7 criteria it leads.

§ The record

Apriora (Alex) is filed under Video interview AI, Ribbon under Screening AI. They record no secondary category in common.

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

RecordApriora (Alex)Ribbon
Price tierMidLow
HeadquartersUSCA
Founded20232020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 60% of the movement so far

    Bias Audit Transparency

    Apriora (Alex) 83 · Ribbon 38

    8.1 weighted points to Apriora (Alex)

  2. 20% weight · 74% of the movement so far

    Article 11 Technical Documentation

    Apriora (Alex) 52 · Ribbon 42

    2.0 weighted points to Apriora (Alex)

  3. 12% weight · 83% of the movement so far

    Post-Market Monitoring

    Apriora (Alex) 47 · Ribbon 37

    1.2 weighted points to Apriora (Alex)

  4. 15% weight · 89% of the movement so far

    FRIA Support

    Apriora (Alex) 38 · Ribbon 33

    0.8 weighted points to Apriora (Alex)

  5. 15% weight · 93% of the movement so far

    Data Governance Disclosure

    Apriora (Alex) 54 · Ribbon 50

    0.6 weighted points to Apriora (Alex)

  6. 12% weight · 98% of the movement so far

    Human Oversight Design

    Apriora (Alex) 60 · Ribbon 55

    0.6 weighted points to Apriora (Alex)

  7. 8% weight · 100% of the movement so far

    Customer Documentation

    Apriora (Alex) 62 · Ribbon 58

    0.3 weighted points to Apriora (Alex)

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +13.6 — the difference between the two totals before either is rounded. Shares are of 13.6 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +14 beside that +13.6.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Apriora (Alex) minus Ribbon.

CategoryWeightApriora (Alex)RibbonΔ rawΔ weighted
Article 11 Technical Documentation20%5242+10+2.0
Bias Audit Transparency18%8338+45+8.1
FRIA Support15%3833+5+0.8
Data Governance Disclosure15%5450+4+0.6
Human Oversight Design12%6055+5+0.6
Post-Market Monitoring12%4737+10+1.2
Customer Documentation8%6258+4+0.3
Total100%57 (F)43 (F)+14+13.6

§ 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.

CriterionWeightApriora (Alex)Ribbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%31Audit reportSources on the vendor's own domainSources on a separate domain41Sources on the vendor's own domain
FRIA Support15%11Sources on a separate domain31Sources on the vendor's own domain
Data Governance Disclosure15%31Audit reportSources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%30Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%21Audit reportSources on the vendor's own domainSources on a separate domain41Sources on the vendor's own domain
Customer Documentation8%21Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%166Audit reportSources on the vendor's own domainSources on a separate domain314Sources on the vendor's own domainSources on a separate domain

Apriora (Alex) has 22 evidence rows across 7 of 7 criteria — 16 with a source URL, 6 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 Apriora (Alex) and Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 57 evidence rows on file for these two vendors: 22 for Apriora (Alex), across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Apriora (Alex) 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.