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Gem vs Ribbon

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§ The result

Gem leads Ribbon on all 7 criteria.

Gem, filed under Sourcing, comes out 12 points above Ribbon, filed under Screening: 55 against 43 under rubric v1.0. Gem takes all 7 criteria and Ribbon none of them; the nearest contest is FRIA Support, Gem 35 to Ribbon 33. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Gem 66, Ribbon 38 — and at an 18% weight it carries 43% of the weighted advantage Gem holds across the 7 criteria on that side of the table.

§ The record

Gem is filed under Candidate sourcing AI, Ribbon under Screening AI. They record no secondary category in common.

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

RecordGemRibbon
Price tierHighLow
HeadquartersUSCA
Founded20172020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 43% of the movement so far

    Bias Audit Transparency

    Gem 66 · Ribbon 38

    5.0 weighted points to Gem

  2. 20% weight · 70% of the movement so far

    Article 11 Technical Documentation

    Gem 58 · Ribbon 42

    3.2 weighted points to Gem

  3. 12% weight · 80% of the movement so far

    Post-Market Monitoring

    Gem 47 · Ribbon 37

    1.2 weighted points to Gem

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

    Data Governance Disclosure

    Gem 57 · Ribbon 50

    1.1 weighted points to Gem

  5. 12% weight · 95% of the movement so far

    Human Oversight Design

    Gem 61 · Ribbon 55

    0.7 weighted points to Gem

  6. 8% weight · 97% of the movement so far

    Customer Documentation

    Gem 62 · Ribbon 58

    0.3 weighted points to Gem

  7. 15% weight · 100% of the movement so far

    FRIA Support

    Gem 35 · Ribbon 33

    0.3 weighted points to Gem

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +11.8 — the difference between the two totals before either is rounded. Shares are of 11.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +12 beside that +11.8.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Gem minus Ribbon.

CategoryWeightGemRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%5842+16+3.2
Bias Audit Transparency18%6638+28+5.0
FRIA Support15%3533+2+0.3
Data Governance Disclosure15%5750+7+1.1
Human Oversight Design12%6155+6+0.7
Post-Market Monitoring12%4737+10+1.2
Customer Documentation8%6258+4+0.3
Total100%55 (F)43 (F)+12+11.8

§ 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.

CriterionWeightGemRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%21Audit reportSources on the vendor's own domainSources on a separate domain31Sources on the vendor's own domain
Bias Audit Transparency18%30Audit reportSources on the vendor's own domainSources on a separate domain41Sources on the vendor's own domain
FRIA Support15%21Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%30Audit reportSources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%30Audit reportSources on the vendor's own domainSources on a separate domain60Sources on the vendor's own domain
Post-Market Monitoring12%30Sources 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%192Audit reportSources on the vendor's own domainSources on a separate domain314Sources on the vendor's own domainSources on a separate domain

Gem has 21 evidence rows across 7 of 7 criteria — 19 with a source URL, 2 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 Gem and Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 56 evidence rows on file for these two vendors: 21 for Gem, across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Gem 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.