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Feenyx vs Ribbon

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§ The result

3 points separate Ribbon and Feenyx.

Ribbon holds a 3-point edge over Feenyx under rubric v1.0, 43 to 40, across the Screening and Assessment cohorts. The 7 criteria split 3 to 2 in favour of Ribbon, with 2 level: Ribbon is ahead on Bias Audit Transparency and Feenyx on Human Oversight Design. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Feenyx 25, Ribbon 38 — and at an 18% weight it carries 62% of the weighted advantage Ribbon holds across the 3 criteria on that side of the table.

§ The record

Feenyx 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, EU AI Act, Illinois HB 3773, Colorado AI Act and Mobley v. Workday.

RecordFeenyxRibbon
Price tierMidLow
HeadquartersUSCA
Founded20162020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 55% of the movement so far

    Bias Audit Transparency

    Feenyx 25 · Ribbon 38

    2.3 weighted points to Ribbon

  2. 15% weight · 83% of the movement so far

    FRIA Support

    Feenyx 25 · Ribbon 33

    1.2 weighted points to Ribbon

  3. 12% weight · 92% of the movement so far

    Human Oversight Design

    Feenyx 58 · Ribbon 55

    0.4 weighted points to Feenyx

  4. 8% weight · 97% of the movement so far

    Customer Documentation

    Feenyx 55 · Ribbon 58

    0.2 weighted points to Ribbon

  5. 12% weight · 100% of the movement so far

    Post-Market Monitoring

    Feenyx 38 · Ribbon 37

    0.1 weighted points to Feenyx

Weighted delta is the raw difference times the criterion weight, so the 5 figures above sum to -3.3 — the difference between the two totals before either is rounded. Shares are of 4.3 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 -3.3.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Feenyx minus Ribbon.

CategoryWeightFeenyxRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%4242--
Bias Audit Transparency18%2538-13-2.3
FRIA Support15%2533-8-1.2
Data Governance Disclosure15%5050--
Human Oversight Design12%5855+3+0.4
Post-Market Monitoring12%3837+1+0.1
Customer Documentation8%5558-3-0.2
Total100%40 (F)43 (F)-3-3.3

§ 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.

CriterionWeightFeenyxRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domainSources on a separate domain31Sources on the vendor's own domain
Bias Audit Transparency18%31Sources on the vendor's own domainSources on a separate domain41Sources on the vendor's own domain
FRIA Support15%11Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%80Audit reportSources on the vendor's own domainSources on a separate domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%70Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%41Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%305Audit reportSources on the vendor's own domainSources on a separate domain314Sources on the vendor's own domainSources on a separate domain

Feenyx has 35 evidence rows across 7 of 7 criteria — 30 with a source URL, 5 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 Feenyx and Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 70 evidence rows on file for these two vendors: 35 for Feenyx, across 3 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Feenyx last reviewed
September 25, 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.