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Arctic Shores vs Ribbon

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§ The result

3 points separate Arctic Shores and Ribbon.

Arctic Shores holds a 3-point edge over Ribbon under rubric v1.0, 46 to 43, across the Assessment and Screening cohorts. Arctic Shores leads 5 of the 7 criteria, including Article 11 Technical Documentation, while Ribbon leads 2, including Post-Market Monitoring. Article 11 Technical Documentation is both the widest raw gap and the heaviest weighted swing — Arctic Shores 50, Ribbon 42 — and at a 20% weight it carries 45% of the weighted advantage Arctic Shores holds across the 5 criteria on that side of the table.

§ The record

Arctic Shores 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.

RecordArctic ShoresRibbon
Price tierMidLow
HeadquartersGBCA
Founded20132020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 32% of the movement so far

    Article 11 Technical Documentation

    Arctic Shores 50 · Ribbon 42

    1.6 weighted points to Arctic Shores

  2. 15% weight · 54% of the movement so far

    Data Governance Disclosure

    Arctic Shores 57 · Ribbon 50

    1.1 weighted points to Arctic Shores

  3. 12% weight · 71% of the movement so far

    Post-Market Monitoring

    Arctic Shores 30 · Ribbon 37

    0.8 weighted points to Ribbon

  4. 18% weight · 82% of the movement so far

    Bias Audit Transparency

    Arctic Shores 35 · Ribbon 38

    0.5 weighted points to Ribbon

  5. 8% weight · 91% of the movement so far

    Customer Documentation

    Arctic Shores 64 · Ribbon 58

    0.5 weighted points to Arctic Shores

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

    FRIA Support

    Arctic Shores 35 · Ribbon 33

    0.3 weighted points to Arctic Shores

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

    Human Oversight Design

    Arctic Shores 56 · Ribbon 55

    0.1 weighted points to Arctic Shores

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +2.2 — the difference between the two totals before either is rounded. Shares are of 4.9 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +3 beside that +2.2.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Arctic Shores minus Ribbon.

CategoryWeightArctic ShoresRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%5042+8+1.6
Bias Audit Transparency18%3538-3-0.5
FRIA Support15%3533+2+0.3
Data Governance Disclosure15%5750+7+1.1
Human Oversight Design12%5655+1+0.1
Post-Market Monitoring12%3037-7-0.8
Customer Documentation8%6458+6+0.5
Total100%46 (F)43 (F)+3+2.2

§ 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.

CriterionWeightArctic ShoresRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%41Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%31—41Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%61Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%41Sources 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%61Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%277Sources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Arctic Shores has 34 evidence rows across 7 of 7 criteria — 27 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 69 evidence rows on file for these two vendors: 34 for Arctic Shores, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Arctic Shores 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.