HomeCompareAdaface vs Ribbon

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Adaface vs Ribbon

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§ The result

4 points separate Ribbon and Adaface.

Ribbon holds a 4-point edge over Adaface under rubric v1.0, 43 to 39, across the Screening and Assessment cohorts. The 7 criteria split 4 to 2 in favour of Ribbon, with 1 level: Ribbon is ahead on Bias Audit Transparency and Adaface on Data Governance Disclosure. Bias Audit Transparency is both the widest raw gap and the heaviest weighted swing — Adaface 22, Ribbon 38 — and at an 18% weight it carries 61% of the weighted advantage Ribbon holds across the 4 criteria on that side of the table.

§ The record

Adaface is filed under Assessment AI, Ribbon under Screening AI. They record no secondary category in common.

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

RecordAdafaceRibbon
Price tierLowLow
HeadquartersSGCA
Founded20182020

§ What decides it

The criteria that move the gap, heaviest swing first.

  1. 18% weight · 56% of the movement so far

    Bias Audit Transparency

    Adaface 22 · Ribbon 38

    2.9 weighted points to Ribbon

  2. 20% weight · 71% of the movement so far

    Article 11 Technical Documentation

    Adaface 38 · Ribbon 42

    0.8 weighted points to Ribbon

  3. 12% weight · 83% of the movement so far

    Human Oversight Design

    Adaface 50 · Ribbon 55

    0.6 weighted points to Ribbon

  4. 15% weight · 92% of the movement so far

    FRIA Support

    Adaface 30 · Ribbon 33

    0.4 weighted points to Ribbon

  5. 15% weight · 98% of the movement so far

    Data Governance Disclosure

    Adaface 52 · Ribbon 50

    0.3 weighted points to Adaface

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

    Post-Market Monitoring

    Adaface 38 · Ribbon 37

    0.1 weighted points to Adaface

Weighted delta is the raw difference times the criterion weight, so the 6 figures above sum to -4.3 — the difference between the two totals before either is rounded. Shares are of 5.1 points of movement counted without direction. The table below rounds each side to a whole number first, so its Δ raw total reads -4 beside that -4.3.

§ Category-by-category

Raw score per criterion, with weighted delta.

Δ is Adaface minus Ribbon.

CategoryWeightAdafaceRibbonΔ rawΔ weighted
Article 11 Technical Documentation20%3842-4-0.8
Bias Audit Transparency18%2238-16-2.9
FRIA Support15%3033-3-0.4
Data Governance Disclosure15%5250+2+0.3
Human Oversight Design12%5055-5-0.6
Post-Market Monitoring12%3837+1+0.1
Customer Documentation8%5858--
Total100%39 (F)43 (F)-4-4.3

§ 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.

CriterionWeightAdafaceRibbon
CitedAbsencesAudit / hostingCitedAbsencesAudit / hosting
Article 11 Technical Documentation20%31Sources on the vendor's own domain31Sources on the vendor's own domain
Bias Audit Transparency18%21—41Sources on the vendor's own domain
FRIA Support15%11Sources on the vendor's own domain31Sources on the vendor's own domain
Data Governance Disclosure15%51Sources on the vendor's own domain60Sources on the vendor's own domainSources on a separate 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 domain41Sources on the vendor's own domain
Customer Documentation8%41Sources on the vendor's own domain50Sources on the vendor's own domain
All criteria100%256Sources on the vendor's own domain314Sources on the vendor's own domainSources on a separate domain

Adaface has 31 evidence rows across 7 of 7 criteria — 25 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 66 evidence rows on file for these two vendors: 31 for Adaface, across 1 distinct source domain, and 35 for Ribbon, across 2 distinct source domains.

Rubric
v1.0
Adaface last reviewed
September 25, 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.