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Ribbon vs Tenzo AI

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§ The result

Tenzo AI leads Ribbon on all 7 criteria.

Both filed under Screening, Tenzo AI and Ribbon come out 56 and 43 under rubric v1.0, 13 points in favour of Tenzo AI. Of the 7 criteria Ribbon wins none, and the narrowest lead Tenzo AI holds is on Article 11 Technical Documentation, Ribbon 42 to Tenzo AI 45. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Ribbon 38, Tenzo AI 83 — and at an 18% weight it carries 65% of the weighted advantage Tenzo AI holds across the 7 criteria on that side of the table.

§ The record

Ribbon and Tenzo AI are both filed under Screening AI. They also share 1 secondary category: Video interview.

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

RecordRibbonTenzo AI
Price tierLowMid
HeadquartersCAUS
Founded20202024

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 65% of the movement so far

    Bias Audit Transparency

    Ribbon 38 · Tenzo AI 83

    8.1 weighted points to Tenzo AI

  2. 15% weight · 74% of the movement so far

    FRIA Support

    Ribbon 33 · Tenzo AI 40

    1.1 weighted points to Tenzo AI

  3. 12% weight · 82% of the movement so far

    Post-Market Monitoring

    Ribbon 37 · Tenzo AI 45

    1.0 weighted points to Tenzo AI

  4. 15% weight · 88% of the movement so far

    Data Governance Disclosure

    Ribbon 50 · Tenzo AI 55

    0.8 weighted points to Tenzo AI

  5. 20% weight · 93% of the movement so far

    Article 11 Technical Documentation

    Ribbon 42 · Tenzo AI 45

    0.6 weighted points to Tenzo AI

  6. 12% weight · 97% of the movement so far

    Human Oversight Design

    Ribbon 55 · Tenzo AI 60

    0.6 weighted points to Tenzo AI

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

    Customer Documentation

    Ribbon 58 · Tenzo AI 62

    0.3 weighted points to Tenzo AI

Weighted delta is the raw difference times the criterion weight, so the 7 figures above sum to -12.4 — the difference between the two totals before either is rounded. Shares are of 12.4 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -13 beside that -12.4.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ribbon minus Tenzo AI.

CategoryWeightRibbonTenzo AIΔ rawΔ weighted
Article 11 Technical Documentation20%4245-3-0.6
Bias Audit Transparency18%3883-45-8.1
FRIA Support15%3340-7-1.1
Data Governance Disclosure15%5055-5-0.8
Human Oversight Design12%5560-5-0.6
Post-Market Monitoring12%3745-8-1.0
Customer Documentation8%5862-4-0.3
Total100%43 (F)56 (F)-13-12.4

§ 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.

CriterionWeightRibbonTenzo AI
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 domain41Audit reportSources on a separate domain
FRIA Support15%31Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%60Sources on the vendor's own domainSources on a separate domain50Sources on the vendor's own domain
Human Oversight Design12%60Sources on the vendor's own domain60Sources on the vendor's own domain
Post-Market Monitoring12%41Sources on the vendor's own domain31Audit reportSources on the vendor's own domainSources on a separate domain
Customer Documentation8%50Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%314Sources on the vendor's own domainSources on a separate domain304Audit 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; Tenzo AI has 34 evidence rows across 7 of 7 criteria — 30 with a source URL, 4 documented absences; some documentation or audit rows for Ribbon and Tenzo AI sit on a domain separate from the vendor's own site.

Provenance

The scores above are documented by 69 evidence rows on file for these two vendors: 35 for Ribbon, across 2 distinct source domains, and 34 for Tenzo AI, across 2 distinct source domains.

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