HomeCompareRibbon vs X0PA AI

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Ribbon vs X0PA AI

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§ The result

X0PA AI leads Ribbon on all 7 criteria.

Under rubric v1.0, X0PA AI, filed under Assessment, finishes on 48 and Ribbon, filed under Screening, on 43, 5 points apart. X0PA AI takes all 7 criteria from Ribbon without a 20-point raw gap on any of them; the closest is Human Oversight Design, Ribbon 55 to X0PA AI 57. Article 11 Technical Documentation is the widest raw gap and the heaviest weighted swing at once (Ribbon 42, X0PA AI 50, 20% weight), but it accounts for only 31% of the weighted advantage X0PA AI holds across the 7 criteria on that side of the table.

§ The record

Ribbon is filed under Screening AI, X0PA AI under Assessment AI. They record no secondary category in common.

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

RecordRibbonX0PA AI
Price tierLowHigh
HeadquartersCASG
Founded20202017

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 31% of the movement so far

    Article 11 Technical Documentation

    Ribbon 42 · X0PA AI 50

    1.6 weighted points to X0PA AI

  2. 18% weight · 53% of the movement so far

    Bias Audit Transparency

    Ribbon 38 · X0PA AI 44

    1.1 weighted points to X0PA AI

  3. 15% weight · 70% of the movement so far

    Data Governance Disclosure

    Ribbon 50 · X0PA AI 56

    0.9 weighted points to X0PA AI

  4. 15% weight · 85% of the movement so far

    FRIA Support

    Ribbon 33 · X0PA AI 38

    0.8 weighted points to X0PA AI

  5. 12% weight · 92% of the movement so far

    Post-Market Monitoring

    Ribbon 37 · X0PA AI 40

    0.4 weighted points to X0PA AI

  6. 12% weight · 97% of the movement so far

    Human Oversight Design

    Ribbon 55 · X0PA AI 57

    0.2 weighted points to X0PA AI

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

    Customer Documentation

    Ribbon 58 · X0PA AI 60

    0.2 weighted points to X0PA AI

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -5.1 — the difference between the two totals before either is rounded. Shares are of 5.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -5 beside that -5.1.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ribbon minus X0PA AI.

CategoryWeightRibbonX0PA AIΔ rawΔ weighted
Article 11 Technical Documentation20%4250-8-1.6
Bias Audit Transparency18%3844-6-1.1
FRIA Support15%3338-5-0.8
Data Governance Disclosure15%5056-6-0.9
Human Oversight Design12%5557-2-0.2
Post-Market Monitoring12%3740-3-0.4
Customer Documentation8%5860-2-0.2
Total100%43 (F)48 (F)-5-5.1

§ 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.

CriterionWeightRibbonX0PA AI
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain21Sources on the vendor's own domain
Bias Audit Transparency18%41Sources on the vendor's own domain21Sources on a separate domain
FRIA Support15%31Sources on the vendor's own domain21Sources on the vendor's own domain
Data Governance Disclosure15%60Sources on the vendor's own domainSources on a separate domain01—
Human Oversight Design12%60Sources on the vendor's own domain20Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain21Sources on the vendor's own domain
Customer Documentation8%50Sources on the vendor's own domain21Sources on the vendor's own domain
All criteria100%314Sources on the vendor's own domainSources on a separate domain126Sources on the vendor's own domainSources on a separate domain

Ribbon has 35 evidence rows across 7 of 7 criteria — 31 with a source URL, 4 documented absences; X0PA AI has 18 evidence rows across 7 of 7 criteria — 12 with a source URL, 6 documented absences; some documentation or audit rows for Ribbon and X0PA AI 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: 35 for Ribbon, across 2 distinct source domains, and 18 for X0PA AI, across 3 distinct source domains.

Rubric
v1.0
Ribbon last reviewed
September 25, 2026 · HireAIScore editorial team
X0PA AI last reviewed
July 17, 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.