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Bullhorn vs Ribbon

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§ The result

Bullhorn leads Ribbon by 11 points.

Bullhorn sits 11 points above Ribbon under rubric v1.0 — 54 against 43 — with Bullhorn filed under ATS-integrated and Ribbon under Screening. The 7 criteria split 6 to 1 in favour of Bullhorn: Bullhorn is ahead on Article 11 Technical Documentation and Ribbon on Post-Market Monitoring. Even Article 11 Technical Documentation, the widest raw gap and the heaviest weighted swing (Bullhorn 62, Ribbon 42, 20% weight), is only 38% of the weighted advantage Bullhorn builds across the 6 criteria it leads.

§ The record

Bullhorn is filed under ATS-integrated 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.

RecordBullhornRibbon
Price tierHighLow
HeadquartersUSCA
Founded19992020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 20% weight · 37% of the movement so far

    Article 11 Technical Documentation

    Bullhorn 62 · Ribbon 42

    4.0 weighted points to Bullhorn

  2. 18% weight · 70% of the movement so far

    Bias Audit Transparency

    Bullhorn 58 · Ribbon 38

    3.6 weighted points to Bullhorn

  3. 15% weight · 84% of the movement so far

    Data Governance Disclosure

    Bullhorn 60 · Ribbon 50

    1.5 weighted points to Bullhorn

  4. 15% weight · 91% of the movement so far

    FRIA Support

    Bullhorn 38 · Ribbon 33

    0.8 weighted points to Bullhorn

  5. 12% weight · 96% of the movement so far

    Human Oversight Design

    Bullhorn 60 · Ribbon 55

    0.6 weighted points to Bullhorn

  6. 12% weight · 99% of the movement so far

    Post-Market Monitoring

    Bullhorn 35 · Ribbon 37

    0.2 weighted points to Ribbon

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

    Customer Documentation

    Bullhorn 60 · Ribbon 58

    0.2 weighted points to Bullhorn

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to +10.4 — the difference between the two totals before either is rounded. Shares are of 10.8 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads +11 beside that +10.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Bullhorn minus Ribbon.

CategoryWeightBullhornRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%6242+20+4.0
Bias Audit Transparency18%5838+20+3.6
FRIA Support15%3833+5+0.8
Data Governance Disclosure15%6050+10+1.5
Human Oversight Design12%6055+5+0.6
Post-Market Monitoring12%3537-2-0.2
Customer Documentation8%6058+2+0.2
Total100%54 (F)43 (F)+11+10.4

§ 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.

CriterionWeightBullhornRibbon
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 domain41Sources on the vendor's own domain
FRIA Support15%11—31Sources on the vendor's own domain
Data Governance Disclosure15%30Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%21Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%11Sources on the vendor's own domain41Sources on the vendor's own domain
Customer Documentation8%31Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%156Audit reportSources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Bullhorn has 20 evidence rows across 7 of 7 criteria — 15 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 Ribbon sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 55 evidence rows on file for these two vendors: 20 for Bullhorn, across 2 distinct source domains, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Bullhorn 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.