HomeCompareRibbon vs Tribepad

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Ribbon vs Tribepad

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§ The result

Tribepad leads Ribbon by 13 points.

Tribepad, filed under ATS-integrated, comes out 13 points above Ribbon, filed under Screening: 56 against 43 under rubric v1.0. Tribepad leads 5 of the 7 criteria, including Bias Audit Transparency, while Ribbon leads 1, including FRIA Support, and 1 is level. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Ribbon 38, Tribepad 78 — and at an 18% weight it carries 54% of the weighted advantage Tribepad holds across the 5 criteria on that side of the table.

§ The record

Ribbon is filed under Screening AI, Tribepad 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.

RecordRibbonTribepad
Price tierLowMid
HeadquartersCAGB
Founded20202008

§ 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 · Tribepad 78

    7.2 weighted points to Tribepad

  2. 20% weight · 73% of the movement so far

    Article 11 Technical Documentation

    Ribbon 42 · Tribepad 56

    2.8 weighted points to Tribepad

  3. 12% weight · 88% of the movement so far

    Post-Market Monitoring

    Ribbon 37 · Tribepad 54

    2.0 weighted points to Tribepad

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

    Data Governance Disclosure

    Ribbon 50 · Tribepad 56

    0.9 weighted points to Tribepad

  5. 15% weight · 97% of the movement so far

    FRIA Support

    Ribbon 33 · Tribepad 30

    0.4 weighted points to Ribbon

  6. 12% weight · 100% of the movement so far

    Human Oversight Design

    Ribbon 55 · Tribepad 58

    0.4 weighted points to Tribepad

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -12.9 — the difference between the two totals before either is rounded. Shares are of 13.8 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 -12.9.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Ribbon minus Tribepad.

CategoryWeightRibbonTribepadΔ rawΔ weighted
Article 11 Technical Documentation20%4256-14-2.8
Bias Audit Transparency18%3878-40-7.2
FRIA Support15%3330+3+0.4
Data Governance Disclosure15%5056-6-0.9
Human Oversight Design12%5558-3-0.4
Post-Market Monitoring12%3754-17-2.0
Customer Documentation8%5858--
Total100%43 (F)56 (F)-13-12.9

§ 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.

CriterionWeightRibbonTribepad
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain41Sources on the vendor's own domain
Bias Audit Transparency18%41Sources on the vendor's own domain40Audit reportSources on a separate domain
FRIA Support15%31Sources on the vendor's own domain21Audit reportSources on the vendor's own domainSources on a separate domain
Data Governance Disclosure15%60Sources on the vendor's own domainSources on a separate domain50Sources 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 domain
Post-Market Monitoring12%41Sources on the vendor's own domain41Audit reportSources on the vendor's own domainSources on a separate domain
Customer Documentation8%50Sources on the vendor's own domain41Sources on the vendor's own domainSources on a separate domain
All criteria100%314Sources on the vendor's own domainSources on a separate domain284Audit 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; Tribepad has 32 evidence rows across 7 of 7 criteria — 28 with a source URL, 4 documented absences; some documentation or audit rows for Ribbon and Tribepad 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 Tribepad, across 3 distinct source domains.

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