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Ribbon vs Tezi

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§ The result

Tezi leads Ribbon by 15 points.

The Screening cohort pairing of Tezi and Ribbon comes out 58 to 43 under rubric v1.0, a 15-point lead for Tezi. The 7 criteria split 6 to 1 in favour of Tezi: Tezi is ahead on Bias Audit Transparency and Ribbon on Customer Documentation. One criterion, Bias Audit Transparency, is both the widest raw gap (Ribbon 38, Tezi 83) and the heaviest weighted swing, and at 18% weight it makes up 54% of the weighted advantage Tezi holds across the 6 criteria it leads.

§ The record

Ribbon and Tezi are both filed under Screening 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.

RecordRibbonTezi
Price tierLowMid
HeadquartersCAUS
Founded20202024

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 52% of the movement so far

    Bias Audit Transparency

    Ribbon 38 · Tezi 83

    8.1 weighted points to Tezi

  2. 12% weight · 68% of the movement so far

    Post-Market Monitoring

    Ribbon 37 · Tezi 58

    2.5 weighted points to Tezi

  3. 20% weight · 80% of the movement so far

    Article 11 Technical Documentation

    Ribbon 42 · Tezi 52

    2.0 weighted points to Tezi

  4. 12% weight · 86% of the movement so far

    Human Oversight Design

    Ribbon 55 · Tezi 63

    1.0 weighted points to Tezi

  5. 15% weight · 91% of the movement so far

    FRIA Support

    Ribbon 33 · Tezi 38

    0.8 weighted points to Tezi

  6. 15% weight · 96% of the movement so far

    Data Governance Disclosure

    Ribbon 50 · Tezi 55

    0.8 weighted points to Tezi

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

    Customer Documentation

    Ribbon 58 · Tezi 50

    0.6 weighted points to Ribbon

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -14.4 — the difference between the two totals before either is rounded. Shares are of 15.7 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -15 beside that -14.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ribbon minus Tezi.

CategoryWeightRibbonTeziΔ rawΔ weighted
Article 11 Technical Documentation20%4252-10-2.0
Bias Audit Transparency18%3883-45-8.1
FRIA Support15%3338-5-0.8
Data Governance Disclosure15%5055-5-0.8
Human Oversight Design12%5563-8-1.0
Post-Market Monitoring12%3758-21-2.5
Customer Documentation8%5850+8+0.6
Total100%43 (F)58 (F)-15-14.4

§ 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.

CriterionWeightRibbonTezi
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain11—
Bias Audit Transparency18%41Sources on the vendor's own domain20Audit reportSources on a separate domain
FRIA Support15%31Sources on the vendor's own domain11—
Data Governance Disclosure15%60Sources on the vendor's own domainSources on a separate domain20Sources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain20—
Post-Market Monitoring12%41Sources on the vendor's own domain20Audit reportSources on the vendor's own domainSources on a separate domain
Customer Documentation8%50Sources on the vendor's own domain11Sources on the vendor's own domain
All criteria100%314Sources on the vendor's own domainSources on a separate domain113Audit reportSources 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; Tezi has 14 evidence rows across 7 of 7 criteria — 11 with a source URL, 3 documented absences; some documentation or audit rows for Ribbon and Tezi sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 49 evidence rows on file for these two vendors: 35 for Ribbon, across 2 distinct source domains, and 14 for Tezi, across 2 distinct source domains.

Rubric
v1.0
Ribbon last reviewed
September 25, 2026 · HireAIScore editorial team
Tezi last reviewed
June 7, 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.