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Ribbon vs Vincere

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§ The result

1 point separates Vincere and Ribbon.

Vincere (ATS-integrated) edges Ribbon (Screening) by 1 point under rubric v1.0, 44 to 43. Vincere leads 5 of the 7 criteria, including Article 11 Technical Documentation, while Ribbon leads 1, including Bias Audit Transparency, and 1 is level. The widest raw gap and the heaviest weighted swing are the same criterion, Bias Audit Transparency, and Ribbon holds it (Ribbon 38, Vincere 18, 18% weight), worth 100% of the weighted advantage Ribbon builds across the 1 criterion it leads.

§ The record

Ribbon is filed under Screening AI, Vincere under ATS-integrated AI. They record no secondary category in common.

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

RecordRibbonVincere
Price tierLowMid
HeadquartersCAGB
Founded20202012

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 44% of the movement so far

    Bias Audit Transparency

    Ribbon 38 · Vincere 18

    3.6 weighted points to Ribbon

  2. 20% weight · 75% of the movement so far

    Article 11 Technical Documentation

    Ribbon 42 · Vincere 55

    2.6 weighted points to Vincere

  3. 15% weight · 85% of the movement so far

    FRIA Support

    Ribbon 33 · Vincere 38

    0.8 weighted points to Vincere

  4. 15% weight · 94% of the movement so far

    Data Governance Disclosure

    Ribbon 50 · Vincere 55

    0.8 weighted points to Vincere

  5. 12% weight · 98% of the movement so far

    Post-Market Monitoring

    Ribbon 37 · Vincere 40

    0.4 weighted points to Vincere

  6. 8% weight · 100% of the movement so far

    Customer Documentation

    Ribbon 58 · Vincere 60

    0.2 weighted points to Vincere

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -1.0 — the difference between the two totals before either is rounded. Shares are of 8.2 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -1 beside that -1.0.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ribbon minus Vincere.

CategoryWeightRibbonVincereΔ rawΔ weighted
Article 11 Technical Documentation20%4255-13-2.6
Bias Audit Transparency18%3818+20+3.6
FRIA Support15%3338-5-0.8
Data Governance Disclosure15%5055-5-0.8
Human Oversight Design12%5555--
Post-Market Monitoring12%3740-3-0.4
Customer Documentation8%5860-2-0.2
Total100%43 (F)44 (F)-1-1.0

§ 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.

CriterionWeightRibbonVincere
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain41Sources on the vendor's own domainSources on a separate domain
Bias Audit Transparency18%41Sources on the vendor's own domain31Sources on the vendor's own domain
FRIA Support15%31Sources on the vendor's own domain21Sources on a separate domain
Data Governance Disclosure15%60Sources on the vendor's own domainSources on a separate domain60Sources on the vendor's own domainSources on a separate domain
Human Oversight Design12%60Sources on the vendor's own domain50Sources on the vendor's own domainSources on a separate domain
Post-Market Monitoring12%41Sources on the vendor's own domain31Sources on the vendor's own domainSources on a separate domain
Customer Documentation8%50Sources on the vendor's own domain41Sources on the vendor's own domain
All criteria100%314Sources on the vendor's own domainSources on a separate domain275Sources 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; Vincere has 32 evidence rows across 7 of 7 criteria — 27 with a source URL, 5 documented absences; some documentation or audit rows for Ribbon and Vincere sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 67 evidence rows on file for these two vendors: 35 for Ribbon, across 2 distinct source domains, and 32 for Vincere, across 3 distinct source domains.

Rubric
v1.0
Ribbon last reviewed
September 25, 2026 · HireAIScore editorial team
Vincere 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.